Round: Final Four
Game: VCU vs. USC, Purdue, Georgetown, Florida State and Kansas
Year: 2010
Watch It Here

The only reason VCU was even in the 2010 NCAA Tournament was because they happened to win the tiny Colonial Athletic Conference. Even then, they had to win a game just for the right to make the field of 64, facing off against a USC squad that cut its teeth in a much more traditional power conference. However, riding a wave of hot three-point shooting, VCU knocked off USC and kept right on going all the way to the Final Four. Along the way, they took down a 6-seed, a 3-seed and a 1-seed. So much for not "deserving" to be there.