On 3 June 2016 the IOC announced that Misenga would be part of a team of ten athletes selected to compete as part of a Refugee Olympic Team at the 2016 Summer Olympics in Rio de Janeiro, Brazil. In the men's 90 kg event, Misenga won his first bout against Avtar Singh of India, but lost against South Korea's Gwak Dong-han.