Colorado School of Mines is not really underrated, since it is one of the more common suggestions when someone is looking for a small engineering-focused school that is not super-selective like Caltech or Harvey Mudd.
You may be thinking of Missouri University of Science and Technology, which is much less commonly mentioned and probably is significantly underrated.