A new and distinct cultivar of Dendranthema plant named ‘Harvest Igloo’, characterized by its upright, outwardly spreading and uniformly mounded plant habit; freely branching habit; dense and full plant form; uniform and freely flowering habit; decorative-type inflorescences; bronze-colored ray florets; natural season flowering occurs about September 13 to 18 in Pennsylvania; and good garden performance and winter hardiness.