The annual event that celebrates the arrival of fall with harvest-themed activities in the U.S. is known as the Harvest Festival. This festival typically includes pumpkin picking, hayrides, and local craft fairs. Communities come together to celebrate the harvest season, showcasing agricultural products and engaging in family-friendly activities that emphasize the importance of farming and local traditions.