A new and distinct cultivar of Oleander plant named ‘;ATXNOKHP’;, characterized by its relatively compact, upright to somewhat outwardly spreading plant habit; freely branching habit; dark green-colored leaves; freely flowering habit; dark red purple-colored flowers; and good garden performance.