A new and distinct cultivar of Celosia plant named ‘BKCELANP’, characterized by its broadly upright plant habit; moderately freely branching habit; freely flowering habit; bright pink-colored flowers arranged on narrow conical compound spikes; and good interiorscape and garden performance.