In 1924, Drury once again saw Olympic action as a member of the U.S. Olympic team that played in the first Winter Games at Chamonix, France. As part of the opening ceremonies, Drury carried the U.S. flag for his adopted country. During the games, Drury recorded an astounding 22 goals along with 3 assists, for a total of 25 points in the tournament. After defeating team Sweden 20–0, the U.S. settled for the silver medal following a 6–1 defeat to Canada. Drury scored the lone American goal during the gold medal game.