 This study is looking for the highest dose of the Brentuximab Vedotin that can be administered safely without severe or unmanageable side effects in patients that have chronic Graft vs. Host Disease, not everyone who participates in this research study will receive the same dose of the study drug. The dose each patient will get depends on the number of participants who have been enrolled in the study prior and how well they have tolerated their doses. 