A new and distinct cultivar of Nelumbo plant named ‘;Yanzhuang Zhaojun’;, characterized by its upright plant habit; moderately vigorous growth habit; large medium green-colored leaves; freely flowering habit; and large red purple and white bi-colored globose-shaped flowers that are positioned above the foliar plane on moderately strong and erect peduncles.