I read all of it and those are all great but if I have to choose only one, I think Silmarillion. It just felt so surreal while I was reading it and I can't imagine how much of a genius Tolkien was for coming up with everything that are in that book.
But "The Lord of the Rings" books should still have an honorary mention for me. 🙂