Mondegreen note:

I always thought they were singing "cool little baby," not "true little baby"...

Great song, either way.

The DT entry to which Pene Azul provided a link (above) shows that Fred McDowell got a publishing company writing credit, just like Wille Dixon did -- maybe both of them took credit for their "arrangements " of a traditional piece.