A new and distinct cultivar of Catharanthus plant named ‘Suncatfe 23’, characterized by its compact, upright to outwardly spreading and uniformly mounding plant habit; vigorous growth habit; freely basal branching habit; freely flowering habit; long flowering period; relatively small star-shaped white-colored flowers with red purple-colored centers; and good garden performance.