The Midnight Special was a train that went past the Central Texas Penitentiary every night at, well, midnight.  Its headlight would shine through the windows.  The men inside drew hope of freedom from this nightly occurrence.

 

Lead Belly, 1939

This is probably the one you think of when you think of this song