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 Fred Astaire, Johnny Green and His Orchestra. They Can’t Take That Away From Me, from the album Pennies From Heaven - The Essential Collection (Digitally Remastered), was released in the year 2009. The duration of the song is 3:04. Download English songs online from JioSaavn.