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

The word means "without or lacking in a belief in God or Gods. That simple. Self described atheists may have come to that lack of a belief in various ways. It is not a religion on the basis of the word alone.