This is a non-randomized, unblinded single arm Phase I multi-center trial to determine the maximum tolerated dose (MTD) of the combination of volasertib and romidepsin in patients with relapsed/refractory peripheral T cell (PTCL) and cutaneous T cell (CTCL) lymphoma.