They seem to be somewhat welcoming towards most major religions, but atheists still seem frowned upon. One could argue that the universe itself is a supreme being, but any scripture put forth would likely raise some questions.
I'm sure an atheist could successfully become a member, but I doubt many are trying to as the original post joked.