This study is designed as a single arm pilot feasibility trial using an induction of 2-6 cycles of ABVD (doxorubicin, bleomycin, vinblastine, and dacarbazine) chemotherapy followed by 6 cycles of brentuximab vedotin (SGN-35) consolidation for previously untreated patients with stage I and II non-bulky Hodgkin Lymphoma (HL).