A decoupling capacitor circuit comprises a plurality of deep trench capacitors serially connected with one another and a plurality of push-pull circuits. The decoupling capacitor circuit utilizes the push-pull circuits to control the step voltage of each deep trench capacitor, so as to ensure that the step voltage cannot be affected by the defect (leakage current) of the deep trench capacitors orthe bias of parasitic elements.