DTC -- Science is by no means complete. What you have to remember, though, is that Newton's work on Gravity is still right to this day. Einstein didn't replace it, he updated it. Schrodinger's work on Quantum Mechanics wasn't thrown away, but updated by people like Dirac, Feynman, Schwinger and Dyson etc. Einstein's own Theory of Relativity is likely to be updated at some point once we figure out how to do Quantum Gravity. If we ever do. But even then his work will still not be wrong.
At the moment Physics is at the stage where it knows that it is not yet complete, but what it has so far is pretty well as right as you could wish for.
Up to an abuse of Notation, the picture in my avatar describes the entirety of current Physics -- and does so to a phenomenal degree of accuracy. When we do get to the next level of understanding, it will have to contain what we already know, and not replace it. That is the key difference between your idea of "science is not yet revealed" and mine. Of course we haven't finished yet (my next four years would be a waste otherwise!) but the path we are taking so far is the right one and matches the real world stupendously well. It's almost certainly never going to be thrown aside and forgotten.