This is actually the common usage. I've never heard anybody say they're going out to an American-Italian restaurant.
Along the same lines, when I tell my friends that I'm going to a Chinese restaurant, they know exactly what I mean. And no, it doesn't mean I'm taking the next flight out to Shanghai to eat.