Actually, the "big bang" theory was first promulgated by Jesuit physicist Georges LeMaitre--so one can hardly blame it on athiests.
Soviet Aleksandr Friedmann had actually came to the same conclusion a few years earlier.
The term "Big Bang" was coined by Hoyle, who was mocking the theory in an attempt to boost his steady state model, rest it's soul.