The theory of gravity is flat out incorrect in some instances. That is why the theory of relativity came to be. The theory of relativity is lacking in some respects. Such is why fields such as quantum mechanics have come into existence. All of these theories do change over time, but it is more like we build on what is already there and further tweak it. It is not real common that something would get completely thrown out.