In the 2012 London Olympic Games, he competed in both the team and individual events. In individual men's saber, he lost in the quarterfinals to Diego Occhiuzzi of Italy, who went on to win silver. In the men's team sabre event Morehouse was one of two fencers from the Beijing Olympics still on the team, the other being James Williams. The team eventually came in 8th.