Do you feel that atheism falls into the category of a religion? If yes, please explain. [Spirituality & Religion]

The second definition. Atheists are generally pretty religious about their atheism. There is no doctrine or dogma attached to atheism, so I don't consider it a religion, although I have said so, because it riles them up, and there's nothing funner than riling up atheists!