He was born in Thọ Linh, Quảng Bình Province, Central Vietnam to Đinh Xuân Trạc and Nguyễn thị Khôn.
After an initial education in the traditional Vietnamese system, Đinh Xuân Quảng attended the French Lycée Albert Sarraut in Hanoi.