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 Billie Holiday. They Can't Take That Away from Me, from the album The Legendary Music of Billie Holiday, The Mills Brothers, Louis Armstrong, Bessie Smith and Other Hits, Vol. 3 (160 Songs), was released in the year 2013. The duration of the song is 3:23. Download English songs online from JioSaavn.