As follower of President Milton Obote, Okello went into exile following the 1971 coup d'état that resulted in Idi Amin becoming Uganda's new ruler. In 1972, rebels invaded Uganda to restore Obote. Okello was one of the leaders of an insurgent group which targeted Masaka. The invasion was defeated by loyalist Uganda Army troops.