A new and distinct cultivar of Calibrachoa plant named ‘Sunbelkcuche’, characterized by its outwardly spreading to somewhat trailing plant habit; vigorous growth habit; freely branching and flowering plant habit; early and long flowering period; red purple-colored flowers; and good garden performance.