This, to me, doesn’t answer the question “Why cheesecake”, but the following from [email protected]’s link does, albeit a little

One day James was posing an attractive young woman when a breeze blew her skirt up. When more leg than usual came on display, Mr. Kane (who reputedly loved cheesecake) exclaimed, “Wow! This is better than cheesecake!”