It seems that when Lum was born, a postal screwup resulted in a witchy friend of the family not getting an invitation to the celebration. The witch put a curse on Lum, that she would never be happy with her True Love. In the present, a new Amusement Park has been built in Tomobiki, and opening day...

Source: MyAnimeList