According to a 2012 Gallup poll, 43% of Americans would not vote for a qualified atheist candidate. For comparison, the numbers for a Muslim candidate or a gay or lesbian candidate were 40% and 30%, respectively.

http://www.gallup.com/poll/155285/Atheists-Muslims-Bias-Pres...