In the 2004 Athens Olympics Rathore finished fifth in the qualification round with 135 points, behind eventual gold medal winner Ahmed Al Maktoum's 144. HÃ¥kan Dahlby (138) and Wang Zheng (137) were placed second and third while Waldemar Schanz's score of 135 was equal with Rathore. Rathore scored 46, 43 and 46 in each of rounds.
In the finals, Rathore scored 44, second best behind Almaktoum's 45 giving him he had won 25 International Medals in highly competitive competitions in his sport of Doubletrap Shooting.
Rathore failed to qualify for the finals of the Men's Double Trap event at the 2008 Beijing Olympics, placing 15th in the qualification round.