The scientific method is an iterative process of coming up with hypotheses about the world and testing them. I see articles about new hypotheses in physics every few months on news feeds, including attempts to obsolete the Standard Model and/or General Relativity. So far, none of them have been able to (i) explain more phenomena than existing theories, (ii) predict new ones, and (iii) actually be testable.
Such breakthroughs are really rare. Until then, most physicists are stuck with twisting and twiddling with existing theories, hoping that the existing holes can't be adjusted anymore to let their newly discovered peg pass.
The whole point of science is that you continually revise and update your theory based on new facts you acquire. That was the big revolution in thinking that the Scientific Revolution brought, as opposed to the worshipping of "ancient, immutable knowledge" championed by religions and by the study of the classics.