It isn't by the way so much that science is often proven wrong. On a bigger level it's just often shown to be incomplete.
Take Newtonian mechanics. Works perfectly fine until you get to either very small or very large scales, needing Quantum mechanics and General Relativity respectively to expand the theory of motions. Doesn't change the fact that Newtons theories on the motion of objects is perfectly valid for our everyday needs.