A new and distinct cultivar of Calibrachoa plant named `Wescastpur`, characterized by its mounding and outwardly spreading to trailing growth habit; vigorous growth habit; medium sized leaves; numerous star-shaped red purple and pink-colored flowers; and good garden performance.