Well many athiests I know we're raised Christian. I myself was born catholic; baptized, first communion, confession and confirmed. I understand Christianity as well as most, or as well as anyone who believes in an all powerful being they have never seen before.
It's our understanding of religion and often what it does to people that turns us away from it.