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 Oscar Peterson and Buddy De Franco. They Can't Take That Away From Me, from the album Buddy Defranco And Oscar Peterson Play George Gershwin, was released in the year 2004. The duration of the song is 3:49. Download English songs online from JioSaavn.