A new and distinct cultivar of Catharanthus plant named ‘Suncatha 2460’, characterized by its upright to outwardly spreading and mounding plant habit vigorous growth habit freely basal branching habit freely flowering habit long flowering period relatively small light red purple-colored flowers with a distinct eye zone and good garden performance.