Patients receive brentuximab vedotin intravenously (IV) over 30 minutes and nivolumab IV over 60 minutes on day 1. Treatment repeats every 21 days for 7 courses and 6-8 weeks in course 8 in the absence of disease progression or unacceptable toxicity.