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 Big Hit Collection, was released in the year 2015. The duration of the song is 4:07. Download English songs online from JioSaavn.