Dexys perform 'Come On Eileen' on Jools Holland

Dexys Midnight Runners are back as simply Dexys and they appeared on the Tuesday night edition of the BBC's Later...With Jools Holland.

Their first album in 27 years, One Day I'm Going to Soar, will be out on June 4 in the U.K.