Why do people get into atheism? [Spirituality & Religion]

I few years ago I moved town and I started hanging round with Atheists. I guess I was just trying to fit in I guess but pretty soon I decided I didnt like being Atheist and it made me feel silly. Looking back, it was justa phase I was going through. Why do atheists do it?