Inclusion Criteria:  Men and woman who aged 18 or older on the day of consenting to the study. Participants must be able to understand and willing to sign a written informed consent document. ECOG performance status of 0 to 2. Histologically documented primary central nervous system(CNS) lymphoma. Participants should have evidence of 1 measurable or evaluable enhancing disease on MRI, PET-CT or PET-MRI. Relapsed or refractory disease with at least 1 prior HD-MTX-based therapy. Life expectancy of > 3 months (in the opinion of the investigator). Any non-hematologic toxicity associated with prior treatment should be stable and recovered to ≤ Grade 1 (according to NCI CTCAE V5.0，except for alopecia)  Demonstrate adequate organ function as defined below: (all screening labs should be performed within 14 days of treatment initiation)  Absolute neutrophil count (ANC) ≥ 1.0 x 10^9/L, Platelets ≥ 75 x 10^9/L，Hb ≥80 g/L; International normalized ratio (INR) and activated partial thromboplastin time (APTT) ≤1.5 times the upper limit of normal; Alanine aminotransferase (ALT) and aspartate aminotransferase (AST) ≤ 2.5 times the upper limit of normal; Serum bilirubin ≤ 1.5 times the upper limit of normal; Creatinine clearance ≥ 60 mL/min calculated by the Cockcroft-Gault formula using actual body weight. Must be able to tolerate MRI/CT/PET-CT/PET-MRI scans and lumbar puncture. Ability to swallow oral medications. Participants must be willing and able to comply with scheduled visits, treatment schedule, laboratory tests, and other requirements of the study. If the disease progresses after radiotherapy, there is no need for washout period;If the tumor responds after radiotherapy, a 6-month washout period is required. First-line treatment with thiotepa-containing regimens is effective, and patients who relapse after more than 1 year can be enrolled.  Exclusion Criteria:  The pathological diagnosis was T-cell lymphoma. Prior therapy with a checkpoint inhibitor or BTK inhibitor. Participation in another clinical study with an investigational product during the 12 weeks prior to the first day of study treatment. Participants requires more than 5 mg of dexamethasone daily or the equivalent for control of primary CNS symptoms lasting for more than 5 days within 14 days. Active bleeding within 4 weeks prior to first administration, or ongoing use of anticoagulant/antiplatelet agents, or tendency to bleeding (e.g., esophageal varices at risk for bleeding, locally active ulcerative lesions) or coagulation disorder as considered by the investigator.  Has an uncontrolled or significant cardiovascular disease, including (but not limited to) :  Any of the following conditions within 6 months prior to initial administration: congestive heart failure (NYHA class III or IV), myocardial infarction, unstable angina, or arrhythmia requiring treatment at the time of screening, left ventricular ejection fraction (LVEF) <50%; Primary or secondary cardiomyopathy (e.g., dilated cardiomyopathy, hypertrophic cardiomyopathy, arrhythmic right ventricular cardiomyopathy, restricted cardiomyopathy, undefined cardiomyopathy); Clinical history of prolonged QTc phase, grade II type II atrioventricular block or grade III atrioventricular block or QTc interval (F method) & GT;470 msec (female) or >;480msec (male). Hypertension, which is difficult to control, is not suitable for this study Uncontrolled infections or infections requiring intravenous antimicrobial treatment. Known active infection with hepatitis C virus (HCV)，hepatitis B virus (HBV) or syphilis as determined by serologic tests and/or PCR. History of or positive human immunodeficiency virus (HIV) screen result. Patient underwent major systemic surgery ≤ 6 weeks prior to starting the trial treatment or who has not recovered from the side effects of such surgery, or who plan to have surgery within 2 weeks of the first dose of the study drug. Previous organ transplantation or allogeneic stem cell transplantation. Pregnant or lactating women, or subjects of childbearing age who do not want to use contraception for 180 days from the study period to the end of the study. History of stroke and intracranial hemorrhage within 6 months before the first administration, except intracranial hemorrhage caused by surgical sequelae. Patient with hepatic、renal 、neurological、psychiatric, or endocrine disease , as Investigator's discretion, is too damaged to participate in this study; Patient having other conditions that should exclude it from the trial, as the Investigator's discretion. Alcohol or drug abuse. Allergic to any component of the investigational product. Participants who received live viral vaccination within 4 weeks from enrollment date. Patients are prohibited from receiving live attenuated vaccines, including influenza vaccines, during the study period. Previous CAR-T therapy. PVRL.