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 Percy Faith. They Can't Take That Away From Me, from the album Percy Faith Volume 1, was released in the year 2006. The duration of the song is 2:58. Download English songs online from JioSaavn.