A new and distinct cultivar of Asiatic Hybrid Lily plant named 'Tiny Ghost' characterized by its medium to large plant size; vigorous growth habit; freely flowering habit; red purple-colored tepals that are slightly recurved and ruffled at the apex; and good postproduction longevity.