Shaheen began his international career for Qatar by winning two medals at the 2003 Asian Athletics Championships, taking silvers over 1500 m and 5000 m. When he won the steeplechase at the 2003 World Championships in Athletics in Paris, his brother, who was also in the race, walked off the track and did not congratulate him due to his defection to Qatar.