When I think of food tunes I think of this one, too. I got to know it from Commander Cody’s version, but George Thorogood covered it (and left out a lot of the food words).
And via the miracle of the Internet it is a piece of cake to find and hear the charming original, from 1945, with Ella Mae Morse singing with Freddy Slack.