As everyone else is echoing - really not true. I grew up in Orange County which, for a suburb, has really good food options. Tons and tons of restaurants and a lot of people accustomed to nice things.
The difference in food options between SF (where I am now) and OC (or LA vs OC) is absolutely astounding. Its really not even close. Its gotten better but large cities are still orders of magnitude better.