Does drywall become stronger if it gets wet and then dries?

No. In fact the drywall will be ruined and need to be replaced. It will not be structurally sound and will attract mold. Certain types of drywall are more resistant to water and are used in areas that might get wet such as a kitchen or bathroom. But even then, it would need to be replaced in the scenario presented in the question.