A new and distinct cultivar of Lantana plant named ‘;TSF002’;, characterized by its compact, outwardly spreading to trailing plant habit; moderately vigorous growth habit; freely branching growth habit; medium green-colored leaves; relatively large inflorescences with flowers that are strong reddish purple in color; and good garden performance.