A new and distinct Calibrachoa plant named ‘;INCALCOBLU’;, characterized by its compact and uniformly low mounding to eventually trailing plant habit; moderately vigorous growth habit; freely branching habit; dense and bushy appearance; early and freely flowering habit; large dark purple-colored flowers; and good garden performance.