It is possible to rule out such things. Lets suppose that physicist invented a theory of everything, and all the predictions of the theory were confirmed experi

It is possible to rule out such things. Lets suppose that physicist invented a theory of everything, and all the predictions of the theory were confirmed experimentally except for proton decay. At that point physicists will declare that protons do not decay and leave physics because there is nothing more to do in physics.