Listen to Come Away With Me online. Come Away With Me is an English language song and is sung by The First Ladies Of Jazz. Come Away With Me, from the album A Tribute To Norah Jones, was released in the year 2004. The duration of the song is 3:16. Download English songs online from JioSaavn.