A new and distinct cultivar of Pelargonium plant named ‘Duepelsabrey’, characterized by its relatively compact and upright plant habit; moderately freely basal branching habit; dark green-colored leaves; early and freely flowering habit; semi-double red purple-colored flowers with lighter red purple-colored centers and margins; and good garden performance.