This phase I/II study is a treatment program for patients with relapsed or refractory multiple myeloma. Up to 48 patients will be enrolled. Phase I will follow a 3+3 dose escalation design to find the maximum tolerated dose of romidepsin in combination with pomalidomide and dexamethasone.