 This is a study to test how safe the combination of the drugs Romidepsin and Pralatrexate are in patients with lymphoid malignancies and to determine the dose of the combination of drugs that is safest. If the combination is determined to be safe, the study will continue accrual patients with peripheral T-Cell lymphoma PTCL. 