The picture posted does make it look ugly, but other angles are more flattering. Designed by Coop Himmelb(l)au.
I've not been there, but remember seeing an image of the place a while back, and thinking it reminded me of a Star Wars style spaceship. I googled "France, Museum looks like spaceship" and it came up immediately.
I'm not going to put the answer, as I obviously cheated.