A new and distinct Petunia plant named ‘USTUNJ2401’, characterized by its compact, outwardly spreading and mounding plant habit freely branching habit vigorous growth habit early and freely flowering habit relatively small white-colored flowers with a distinct and stable red purple star-shaped color pattern and good garden performance.