This study is an open label, multicenter study with two phases:
* A dose escalation phase of Romidepsin administered IV at day 1 and 8 or at day 1 without day 8 in combination with cyclophosphamide, doxorubicin, vincristine and prednisone (CHOP)administered every 3 weeks for 8 cycles in patients with T-cell lymphoma.
* An expansion phase in order to assess the safety and the efficacy of the association of the recommended dose of Romidepsin associated with CHOP in a population of patients with T-cell lymphoma.