A new and distinct cultivar of Lobelia plant named ‘Scarlet Princess’, characterized by its upright and compact plant habit; moderately vigorous growth habit; freely branching habit; dense and bushy plant form; freely flowering habit; long flowering period; dark red-colored flowers; and good garden performance.