But that is be their belief system. It's not atheism.
Take that South Park episode in which several factions of atheists are killing each other in the name of atheism.
That doesn't happen with atheism in real life. What you get is atheists killing, for example, in the name of science.
Atheism is, in their mind, a consequence of scientific thinking.