Most people are very surprised when they learn that Carnegie Mellon has been the #1 computer science grad school in the USA since the 1980s.
They are ranked above MIT, Stanford, and Berkeley.
Texas A&M has been the #1 grad school in petroleum engineering in the world for decades.