Science is cumulative; each new theory incorporates successful earlier theories as approximations, and even explains why these approximations work, when they do work.
This has become the accepted story but I don't think it's really right. Newton's theory isn't an approximation of Einstein's, it just has approximately similar predictions. They have radically different sets of claims about the world.
