Science isn't anything to believe in as it's based on evidence and empirical data. Every time you get on an airplane or trust a light switch not to blow you up, you're believing in science.

All atheist means when you strip the word down is a lack of belief in god. It doesn't mean that their thinking is sound in other areas (like science). You can still get atheists that believe in the power of crystals and alternative medicine.