I've recently heard a rather interesting and optimistic take on this. Since we have had so many brilliant minds looking in so many places for new physics and still have not seen evidence of it, that suggests whenever we do find new physics, it will have to be so bafflingly strange that all these brilliant people could never imagine it. It may very well be a bigger paradigm shift than the jump from classical to modern physics.