This phase II trial looks at how well leflunomide, pomalidomide, and dexamethasone work for treating multiple myeloma that has come back or does not respond to treatment. The combination of these drugs may work better than using pomalidomide and dexamethasone alone, by blocking cancer cell growth, inducing changes in the body's immune system, and stopping the growth and spread of tumor cells.