Listen to They Can't Take That Away From Me online. They Can't Take That Away From Me is an English language song and is sung by Jim Gibson. They Can't Take That Away From Me, from the album The Art of Tea, was released in the year 1997. The duration of the song is 4:17. Download English songs online from JioSaavn.