The most thought provoking and memorable was Finnegans Wake without doubt, but I really don't know that I could call it my favourite.
I think that We are Legion, We are Bob - The first of Dennis E Taylor's Bobiverse books would probably fit the bill. It was certainly the most readable that I have known for a long while.