This phase I/II trial studies the side effects and best dose of leflunomide in treating patients with multiple myeloma that has come back (relapsed) or has not responded to previous treatment (refractory). Leflunomide may stop the growth of cancer cells by blocking some of the enzymes needed for cell growth.