Lehigh, 2012
Credit: Lance King / Getty Images

Duke fans were crestfallen in 2012 when they saw their second-seeded Blue Devils go up in flames against the unheralded Mountain Hawks. Sharpshooter C.J. McCollum was on fire for Lehigh, scoring 30 points to help his team stave off a late Duke charge.