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 Etta Jones. They Can't Take That Away From Me, from the album Fabulous Hits, was released in the year 2016. The duration of the song is 2:53. Download English songs online from JioSaavn.