Our laboratory originally synthesized strontium(Sr)-containing α-calcium sulphate hemihydrate/nano-hydroxyapatite composite (Sr-α-CSH/n-HA) and demonstrated its ability to repair critical bone defects. This study attempted to incorporate aspirin into it to produce a better bone graft material for critical bone defects. After 5% Sr-α-CSH was prepared by coprecipitation and hydrothermal methods, it was mixed with aspirin solution of different concentrations (50 μg/ml, 200 μg/ml, 800 μg/ml and 3200 μg/ml) at a fixed liquid-solid ratio (0.54 v/w) to obtain aspirin-loaded Sr-α-CSH/n-HA composite. In vitro experiments were performed on the composite extracts. The tibial defects (3 mm*5 mm) in SD rat model were filled with the composite for 4 weeks and 12 weeks to evaluate its osteogenic capacity in vivo. Our results showed its capability of proliferation, migration and osteogenesis of BMSCs in vitro got improved. In vivo treatment with 800 μg/ml aspirin-loaded Sr-α-CSH/n-HA composite led to significantly more new bone formation in the defects compared with Sr-α-CSH/n-HA composite and significantly promoted the expression of osteogenic-related genes and inhibited osteoclast activity. In general, our research suggests that aspirin-loaded Sr-α-CSH/n-HA composite may have a greater capacity of repairing tibial defects in SD rats than simple Sr-α-CSH/n-HA composite. © 2020 The Authors. Journal of Cellular and Molecular Medicine published by Foundation for Cellular and Molecular Medicine and John Wiley & Sons Ltd.