Do we have evidence for new physics? Or not?

You've heard physicists say that we know new physics is out there. You've also heard them say that there's no data in conflict with either Einstein's theories or the standard model. So what gives? I will explain the situation with the mass of the Higgs-boson, dark matter and dark energy, neutrino-masses, the matter-antimatter asymmetry, and quantum gravity.