Listen to Ridin' That Midnight Train online. Ridin' That Midnight Train is an English language song and is sung by Stanley Brothers. Ridin' That Midnight Train, from the album Bluegrass Special, was released in the year 2012. The duration of the song is 2:03. Download English songs online from JioSaavn.