Hi Suzan...good question.
My understanding is that because an eponym is derived from a persons name and names (as proper nouns) are given a capital
letter...so to the eponym.

But I have noticed more and more that people are dropping the capital letter especially when the eponym has become so common place that it stands alone. Think diesel engine.