Culbert Olsen, Governor of California 1938-1942, was an atheist. Mind you, he was a pretty terrible governor, so it'd be hard making him president, but...
Maybe he gets picked as the VP in 1940, to offset a California vicepresidential pick by Wilkie (Hiram Johnson would be too old, though...)...