Following a rift with the establishment in May 2013 about Ugandan President Yoweri Museveni's son, Muhoozi Kainerugaba, over allegation of nepotism and that he would eventually simply replace his father as president, a motion Kainerugaba denied, he founded the Freedom and Unity Front. Sejusa had earlier called on Ugandans to "build alternative capacity" and remove Museveni. He added, the week following his departure as an MP representing the military, that "no one should imagine that Museveni will be removed through elections."
