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 Ella Fitzgerald and Louis Armstrong. They Can't Take That Away from Me, from the album Jukebox Favourites - Best of Bar Jazz, was released in the year 2014. The duration of the song is 4:29. Download English songs online from JioSaavn.