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 Stanley Turrentine. They Can't Take That Away From Me, from the album Blue Note Plays Gershwin, was released in the year 2013. The duration of the song is 6:29. Download English songs online from JioSaavn.