The festival that celebrates the famous Cherry Blossom trees in Japan is Hanami. This event marks the arrival of spring and typically involves picnics under the blooming cherry trees, where people come together to appreciate the transient beauty of the blossoms, symbolizing renewal and the fleeting nature of life.