That implies that there is a priviledged truth. If two theories are completely indistinguishable by any conceivable experiment, then I would consider them both to be equally "true".
You can describe the laws of physics like little gremlins who follow a book of laws that happens to be the laws we know, and the predictions and observations we have will match the gremlins theory.
It doesn't make the existence of tiny gremlins real.