Do they? As exemplified by this article and this other one that @Patrick posted: Stephen Hawking Says, in Final Book, “There Is No God. No One Directs the Universe”
It seems that many atheists just pay lip service to logic and reason, much like many Christians just pay lip service to following Jesus.