Disease was a common feature of medieval warfare, especially on sieges, caused by gathering much people in poor sanitary grounds.
Sorry to answer your question with another question, but why exactly did the French, and historians for that matter, call Edward the "Black Prince" ?
Certainly he wasn't Moorish