The first reason is ego. They find it difficult to live like ordinary citizens once they have tasted power. They can no longer bear to live without the attention they get as leaders.
The second reason is their criminal tendencies. They want to steal as much money and make their cronies as rich as possible Getting out of office may open the way for a successor to investigate their fraud.