The "nothing new" vs "aliens" is a false dichotomy. It might be a zillion things that are novel and exciting astrophysically but do not involve aliens or completely new physics. Heck, there are novel and exciting things on Pluto that we don't completely understand but no sensible researcher is shouting "aliens"!