Listen to Catch That Train online. Catch That Train is an English language song and is sung by Christopher James. Catch That Train, from the album When the Moon Gets High Tonight (The Blues Mandolin Experience), was released in the year 2011. The duration of the song is 4:31. Download English songs online from JioSaavn.