Listen to They Can't Take That Away From Me (Live Version) online. They Can't Take That Away From Me (Live Version) is an English language song and is sung by Elvis Costello and Tony Bennett. They Can't Take That Away From Me (Live Version), from the album Mtv Unplugged, was released in the year 1994. The duration of the song is 3:28. Download English songs online from JioSaavn.