That assumes they will be considerate enough to drop the bomb on a windless day, so the fall-out and radiation doesn’t spread. If they would do it with swords and spears, or even AK-47, you would be right. But nuclear bombs is a whole ‘nother thing.
Nuclear explosions in the Middle East would not have an effect in the United States.