Kagitumba is a town in Rwanda. It is located at the extreme North Eastern extremity at the confluence of the Kagitumba River and Akagera Riveā¦Kagitumba is a town in Rwanda. It is located at the extreme North Eastern extremity at the confluence of the Kagitumba River and Akagera River. This location is also the tri-point border between Rwanda, Uganda and Tanzania.