The festival in South Korea that celebrates the importance of rice cultivation is the Chuseok Festival. This harvest festival honors ancestors while celebrating the rich bounties of the land through traditional feasts and rituals. Families come together to express gratitude for the rice harvest, showcasing the integral role of agriculture in Korean culture.