The airport is about 10 minutes from the TAT on James road. I am not sure what time they open but it is pretty good for Italian. Nothing fancy but consistently good. I highly recommend the ravioli ot the gnocchi.
The airport is also not far from Gahanna, so maybe the resident expert Mr. Hoffman can chime on with a suggestion or two from that area.