Yes, there's such a thing as 'too much power'. It all happens when your amp is so powerfull over your speakers that the sound is 'choked' and the speakers can't breathe.
I know many will disagree, but I experienced this phenomenon a few times along my audio years. Too much power and too little power is not a good thing.
I had to recently abandon a powerful 100 watter tube monoblock for a 30 watt stereo piece for just the same reasons. My speakers performed best with he 30 watter tube amp despite their spec numbers. Add to that, the sonics of the new amp were inherently better.
YMMV..!
AG