UNITED STATES
                       SECURITIES AND EXCHANGE COMMISSION
                             Washington, D.C. 20549
                                    Form 10-K

[X]  Annual report pursuant to Section 13 or 15(d) of the Securities Exchange
     Act of 1934 for the fiscal year ended December 31, 2004

[    ] Transition report pursuant to Section 13 or 15(d) of the Securities
     Exchange Act of 1934

     for the transition period from       to


              Commission File Number 333-67140-08

                   WASHINGTON MUTUAL MORTGAGE SECURITIES CORP.
             (Exact name of Registrant as specified in its charter)

             Delaware                            94-2528990
 (State or other jurisdiction of    (I.R.S. Employer Identification No.)
          incorporation

                           1201 THIRD AVENUE, WMT 1706
                            SEATTLE, WASHINGTON 98101
                                 (206) 377-8555
              (Address, including zip code, and telephone number, including area
                    code, of registrant's principal executive offices)


            WAMU MORTGAGE PASS-THROUGH CERTIFICATES, SERIES 2001-AR3
     ---------------------------------------------------------------------
            (Title of each class of securities covered by this Form)

Securities registered pursuant to Section 12(b) of the Act: None
Securities registered pursuant to Section 12(g) of the Act: None

     Indicate by check mark whether the registrant (1) has filed all reports
required to be filed by Section 13 or 15(d) of the Securities Exchange Act of
1934 during the preceding 12 months (or for such shorter period that the
registrant was required to file such reports), and (2) has been subject to such
filing requirements for the past 90 days. Yes [X] No [ ] (as such reporting
obligations are modified as set forth in J.P. Morgan Mortgage Pass-Through
Corporation, SEC No-Action Letter, March 31, 1989, in reliance upon which the
registrant is filing this modified report).

     Indicate by check mark if disclosure of delinquent filers pursuant to Item
405 of Regulation S-K is not contained herein, and will not be contained, to the
best of registrant's knowledge, in definitive proxy or information statements
incorporated by reference in Part III of this Form 10-K or any amendment to this
Form 10-K. [ ] Not applicable.

     State the aggregate market value of the voting and non-voting common equity
held by non-affiliates of the registrant: None.

     Indicate the number of shares outstanding of each of the registrant's
classes of common stock, as of the latest practicable date: Not applicable.

                       DOCUMENTS INCORPORATED BY REFERENCE

     The registrant's Reports on Form 8-K concerning the registrant's WAMU
MORTGAGE PASS-THROUGH CERTIFICATES, SERIES 2001-AR3, issued pursuant to the
Pooling and Servicing Agreement dated as of November 1, 2001 (the "Pooling
Agreement") and registered pursuant to a registration statement on Form S-3
(File No. 333-67140) (such mortgage pass-through certificates, the
"Certificates"), are incorporated by reference as set forth in Part IV, Item 15.
Capitalized terms used herein but not otherwise defined shall have the meanings
assigned to them in the Pooling Agreement.

                                     Part I

Item 1. Business.

     Not applicable.

Item 2. Properties.

     Information regarding the mortgaged properties related to the Certificates
is furnished by reference to the Annual Statement of Compliance attached hereto
as Exhibit 99.1.

Item 3. Legal Proceedings.

     There are no material pending legal proceedings with respect to the assets
of the Trust involving the registrant or, to the best knowledge of the
registrant, the Trustee, any Custodian, any Servicer or the assets of the Trust,
other than ordinary routine litigation incidental to the Trustee's, any
Custodian's, any Servicer's or the registrant's duties under the Pooling
Agreement.

Item 4. Submission of Matters to a Vote of Security Holders.


Not applicable.



                                     Part II

Item 5. Market for Registrant's Common Equity and Related Stockholder Matters.

     (a) To the knowledge of the registrant, there exists no established public
trading market for the Certificates.

     (b) The Certificates are represented by one or more certificates registered
in the name of Cede & Co., as nominee of the Depository Trust Company ("DTC")
and are held in book-entry form only. The registrant considers Cede & Co. to be
the sole holder of record of the Certificates.

     (c) Not applicable.

Item 6. Selected Financial Data.

         Not applicable.

Item 7. Management's Discussion and Analysis of Financial Condition and Results
of Operations.

     Not applicable.

Item 7A. Quantitative and Qualitative Disclosures About Market Risk.

     Not applicable.

Item 8. Financial Statements and Supplementary Data.

     Not applicable.

Item 9. Changes in and Disagreements with Accountants on Accounting and
Financial Disclosure.

         None.

                                    Part III


Item 10. Directors and Executive Officers of the Registrant.

     Not applicable.

Item 11. Executive Compensation.

     Not applicable.

Item 12. Security Ownership of Certain Beneficial Owners and Management.

     Not applicable.

Item 13. Certain Relationships and Related Transactions.

     Not applicable.

Item 14. Principal Accountant Fees and Services.

     Not applicable.


                                     Part IV

Item 15. Exhibits and Financial Statement Schedules

(a) Documents filed as part of this report.

     1. Not applicable.

     2. Not applicable.

     3. Not applicable.

(b) Exhibits required by Item 601


Exhibit No.             Description

31                      Rule 13a-14(d) Certification


99.1                    Officer's Certificate regarding Annual Statement
                        of Compliance of Washington Mutual Mortgage
                        Securities Corp., dated March 29, 2005


99.2                    Independent Accountants'
                        Report on Management's
                        Assertion Concerning
                        Compliance with Washington
                        Mutual Mortgage Securities
                        Corp.'s Minimum Servicing
                        Standards as of and for the
                        year ended December 31, 2004
                        (incorporated by reference
                        to the designated exhibit
                        included in the registrant's
                        Current Report on Form 8-K,
                        filed on March 29, 2005,
                        (SEC File No. 333-67140))


     The registrant filed Current Reports on Form 8-K that described
distributions made to Certificateholders on the Distribution Date occurring in
the month preceding the month in which such Current Report on Form 8-K was filed
and also provided certain information regarding delinquent Mortgage Loans and
credit enhancements as of such Distribution Date. Such Current Reports on Form
8-K are incorporated by reference herein, as follows:

WAMU MORTGAGE PASS-THROUGH CERTIFICATES, SERIES 2001-AR3


EVENT REPORTED
Monthly Distribution Report sent to
holders of the Certificates for                   Date Distribution Report
payments made in:                                 Filed on Form 8-K:
-----------------                                 ------------------

December 2003                                     January 7, 2004
January 2004                                      February 4, 2004
February 2004                                     March 3, 2004
March 2004                                        April 5, 2004
April 2004                                        May 3, 2004











<PAGE>



                                   SIGNATURES

     Pursuant to the requirements of Section 13 or 15(d) of the Securities
Exchange Act of 1934, the registrant has duly caused this report to be signed on
its behalf by the undersigned, thereunto duly authorized.

Dated:  March 29, 2005         WASHINGTON MUTUAL MORTGAGE SECURITIES CORP.


                            By: /s/ Thomas G. Lehmann
                                -------------------------------------
                               Thomas G. Lehmann,
                              First Vice President