Price gouging isn't? So there's like cargo ships full of Big Macs stuck in the middle of the Pacific?
The government already sets prices of food, or at least affects them to a significant degree.
Food is heavily subsidized, reducing its cost to consumers (who, of course, pay for that in taxes).