A new and distinct cultivar of Althea plant named ‘DS03RS’, characterized by its upright, somewhat outwardly spreading and uniformly mounded plant habit freely branching habit, dense and bushy plant form dark green-colored leaves early, uniform and freely flowering habit long flowering period large double-type purple-colored flowers that are not persistent and good container and garden performance.