Listen to Who Stole That Train online. Who Stole That Train is an English language song and is sung by Ray Price and The Cherokee. Who Stole That Train, from the album The Last Letter, was released in the year 2016. The duration of the song is 2:20. Download English songs online from JioSaavn.