Agree. Walk.
If you book a restaurant and then when you walk in, you don't fancy the look of the place, you walk. They may have turned away other diners. Tough. It happens. This is more personal than eating dinner, but the same rules apply. (And probably easier to eat a dinner you don't fancy, than a ....)