This is an investigational study. Pralatrexate is FDA approved and commercially available for the treatment of cutaneous T-cell lymphoma (CTCL) and peripheral T-cell lymphoma (PTCL). Erlotinib is FDA approved and commercially available for the treatment of pancreatic cancer and non small cell lung cancer (NSCLC). The study drug combination is investigational.