A new and distinct cultivar of Lily plant named ‘Tiny Rocket’, characterized by its compact and upright plant habit vigorous growth habit densely-foliated habit freely flowering habit upright flower buds and flowers dark greyed purple to greyed red-colored flowers and good postproduction longevity.