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 Roy Fox & His Band and Denny Dennis. They Can't Take That Away from Me, from the album The Great British Dance Bands Play the Great American Songbook, was released in the year 2018. The duration of the song is 3:19. Download English songs online from JioSaavn.