What's Right: "Corn Dog" or "Corny Dog"?

The State Fair of Texas will open soon and I'm ready for my must-have food item. I love a Fletcher's fill-in-the-blank. What do you think is right? Is my favorite item a "Corn Dog" or a "Corny Dog"? You be the judge. Whatever you decide, enjoy!