Science is really all about models that work, not about absolute truth.
Would you agree that science is not so much about what is true, but moreso about what is not true?
I mean, better at pointing out the falsehoods than for establishing an absolute truth.

To be precise, the scientific method ensures that well-established laws can only be shown to be not as general or as precise as they could be rather than being "refuted". The reason is that they remain as accurate as they have been before being refined, in the domains in which they have been tested. Science is really all about models that work, not about absolute truth. Eg Newton's laws are not the most precise models available to physicists (not to mention engineers and many others), but they remain the most useful (and ideal) under almost all circumstances.