A new and distinct cultivar of Calibrachoa plant named `Kirifu-24` characterized by its outwardly spreading, mounding and trailing plant habit; vigorous growth habit; freely branching habit; early and freely flowering habit; small pale lavender-colored flowers; and good garden performance.