In 2003, following the invasion of Iraq, Masum returned to Baghdad to be a member of the delegation representing Kurdistan, and was a member of the constitution drafting committee.
Efter invasionen af Irak i 2003 vendte Masum tilbage til Bagdad som medlem af Kurdistans delegation og deltog i arbejdet med at udarbejde en ny irakisk forfatning.