The country's parliament was due to meet on Thursday to swear in his successor, Deputy Prime Minister Hailemariam Desalegn, who is also the foreign minister.
During his visit Mr Clegg will meet President Armando Guebuza in Mozambique and Prime Minister Hailemariam Desalegn in Ethiopia, as well as leaders from the African Union and ambassadors from across Africa.