Djoussouf was the MDP candidate again for the 2002 presidential elections, but finished fourth out of the nine candidates in the first round. Prior to the 2004 parliamentary elections the MDP joined the Camp of the Autonomous Islands alliance. The alliance won 12 of the 18 elected and all 15 of the indirectly-elected seats.