Government spokesman Ali al-Dabbagh confirmed the execution took place.
Al-Majid -- widely known as "Chemical Ali" for the gas attacks -- was convicted on Sunday for ordering the poison gas to be dropped on the Kurdish town of Halabja in 1988 as part of a campaign against a Kurdish uprising.
It was the fourth death sentence against him for crimes against humanity.