A new and distinct Calibrachoa plant named ‘;INCALDOBLU’;, characterized by its uniformly low mounding to outwardly spreading to eventually trailing plant habit; moderately vigorous growth habit; freely branching habit; dense and bushy appearance; early and freely flowering habit; large double flowers that are purple to light purple in color; and good garden performance.