This phase I trial studies the side effects and best dose of bendamustine hydrochloride in treating patients with previously treated multiple myeloma. Drugs used in chemotherapy, such as bendamustine hydrochloride, work in different ways to stop the growth of cancer cells, either by killing the cells, by stopping them from dividing, or by stopping them from spreading.