So, doing some research, it appears that being a leper was not a rare condition even in royalty in the Middle Ages. Though there is very little information about Robert fitz-Fulk the Leper (sorry for the misspelling in the title), King Baldwin IV a contemporary and somehow sometimes called Baldwin the Leper ruled over Jerusalem in the 12th Century until his death from (presumably) leprosy.