Council leader Hazel Simmons said the council had a "duty" to promote the town and signed up to host the programme to improve Luton's image and increase participation in sport.
The verdict is likely to prove an embarrassment for Qatar which has worked hard to cultivate a progressive, modern image, and is currently playing host to a major international climate change conference.