Inclusion Criteria:  Eastern Cooperative Oncology Group (ECOG) Performance status of 0, 1 Histologically confirmed diagnosis of adenocarcinoma of the rectum. Clinical Stage II or III as determined on rectal MRI with a distal tumor extent/margin no more than 1 cm proximal to the anterior peritoneal reflection. Must have the ability to swallow and retain oral medications Adequate hematologic function within 28 days before registration as defined in protocol. Adequate hepatic function within 45 days before registration, as defined in protocol. Adequate renal function within 28 days before registration, as defined in protocol. International normalized ratio of prothrombin time (INR) and prothrombin time (PT) within 28 days before registration must be within normal limits for the lab. Patients who are therapeutically treated with an agent such as warfarin may participate if they are on a stable dose and no underlying abnormality in coagulation parameters exists per medical history Pregnancy test done within 14 days before registration must be negative (for women of childbearing potential only). Pregnancy testing should be performed according to institutional standards.  Exclusion Criteria:  Patients with one or more of the following conditions are NOT eligible for this study: Rectal cancer histology other than adenocarcinoma (i.e., sarcoma, lymphoma, squamous cell carcinoma, mucosal melanoma, mixed adenoneuroendocrine, anal adenocarcinoma, etc.). History of prior invasive rectal malignancy, regardless of disease-free interval or history of familial polyposis syndrome (Lynch, FAP, etc.). Patients with a history of antineoplastic treatment for prior malignancy within the past 3 years, except for adequately treated basal cell skin carcinoma or in situ cervical cancer. Note: Hormone therapy for breast cancer is permitted. Primary unresectable rectal cancer. Note: A tumor is considered unresectable when invading adjacent organs and an en bloc resection will not achieve negative margins. Synchronous colorectal adenocarcinomas. Tumor may not be staged cT4b (invasion into an adjacent organ) or causing symptomatic bowel obstruction. Definitive clinical or radiologic evidence of metastatic disease or nodal disease outside of the prescribed radiation field. Note: Required imaging studies must have been performed within 28 days prior to enrollment. Patients with a history of an arterial thrombotic event within the past 6 months. This includes angina (stable or unstable), myocardial infarction, transient ischemic attack (TIA), Cardiovascular Accident (CVA). Note: Patients with a history of venous thrombotic episodes such as deep venous thrombosis, pulmonary embolus occurring more than 6 months prior to enrollment may be considered for protocol participation, provided they are on stable doses of anticoagulant therapy. Similarly, patients who are anticoagulated for atrial fibrillation or other conditions may participate, provided they are on stable doses of anticoagulant therapy. No other experimental therapies (including chemotherapy, radiation, hormonal treatment, antibody therapy, immunotherapy, gene therapy, vaccine therapy, angiogenesis inhibitors, matric metalloprotease inhibitors, thalidomide, anti-VEGF (vascular endothelial growth factor) monoclonal antibody or other experimental drugs) of any kind are permitted while the patient is receiving study treatment. Inflammatory bowel disease or have a history of abdominal surgery that may interfere with gastrointestinal motility or absorption. Ineligibility to undergo MR imaging or treatment on the MRL due to medical or physical reasons. Anxiety disorders will be permitted if pre-medicated with anxiolytics. Active seizure disorder uncontrolled by medication. Major surgery within 12 weeks before enrollment. Any prior pelvic radiation. Known DPD (dihydro pyrimidine dehydrogenase) deficiency. Any of the following because this study involves agents that have known or potential genotoxic or mutagenic and teratogenic effects: Pregnant women, Nursing women who are unwilling to discontinue nursing, Men or women of childbearing potential who are unwilling to employ adequate contraception (e.g. hormonal or barrier method of birth control; abstinence) for the duration of study treatment and for 3 months after the last dose of study therapy. Any diagnosis of acquired immunodeficiency syndrome (AIDS-related illnesses) or known human immunodeficiency virus (HIV) disease. Co-morbid illnesses or other concurrent disease that, in the judgement of the clinician obtaining informed consent, would make the patient inappropriate for entry into this study or interfere significantly with the proper assessment of safety and toxicity of the prescribed regimens or prevent required follow-up. BMI > 35 is considered exclusive from this study due to increased surgical complication risk and greater risk of incomplete resection