A new and distinct cultivar of Calibrachoa plant named ‘Suncalpapu’, characterized by its compact and mounding plant habit; vigorous growth habit; freely branching and flowering plant habit; early and long flowering period; medium-sized red purple-colored flowers; and good garden performance.