They beat Duke in the 1963 Final Four 94-75 and went on to win the title. Back then they had a third place game between the teams who lost in the semi-finals. Duke beat Oregon State in that game 85-63. Art Heyman was so good he was still named MOP of the Final Four which is rare for a player whose team didn't win it all.
It was Duke's first Final Four under Vic Bubas who had guided Duke to the 1960 Regional Final in his first season at Duke after his team shocked UNC
and Wake in the ACC Tournament to take the league's automatic bid by winning the 1960 ACC Championship. (both blew out Duke in the regular season) Duke went 2-1 in the NCAA'S losing to NYU in the regional final.
Vic Bubas one of the all-time great College Coaches that a lot of people don't know of since his era was so long ago. He's in the College Basketball HOF. He led Duke to three Final Fours in the 1960's and had the nation's 3rd most wins for that decade. He brought in a lot of great players for Duke in that era. Art Heyman, Jeff Mullins, Jack Marin, etc. He really left coaching too early.