【Objective】The Chinese milk vetch (Astragalus sinicus L.) is an important green manure in the winter fallow of double-cropping rice system. The long-term returning of Chinese milk vetch to the field could achieve both soil fertility improvement and higher rice yield. However, it is still unclear that the key factors among many soil physical and chemical indicators, which drives the change of rice yield in turnover of Chinese milk vetch for different years. 【Method】 Five treatments with 0, 3, 5, 10, and 15 (G0, G3, G5, G10, and G15) turnover years of Chinese milk vetch were selected in Yujiang District of Jiangxi Province, China, the traditional planting area of Chinese milk vetch. The soil aggregates, organic matter, nitrogen, phosphorus, potassium contents and soil acidification characteristics were analyzed. Furthermore, the relationship between soil indicators and yield of early rice was explored. 【Result】The proportions of > 2 mm aggregate in G5, G10 and G15 were significantly increased. The longer turnover years of Chinese milk vetch led to the higher contents of soil organic matter, total nitrogen and phosphorus, available nitrogen, phosphorus, potassium, and readily available potassium. Compared with G0, the soil pH values in G10 and G15 were increased by 0.83 and 0.65 units. Moreover, the contents of exchangeable acid, hydrogen, and aluminum in G15 were significantly decreased as compared with those in G0. The comparison of correlation coefficients indicated that the proportion of >2 mm aggregate, soil organic matter, available nitrogen had higher interrelation with the grain yield (R2> 0.80, P<0.01). In addition, it was found that the turnover years of Chinese milk vetch significantly affected the soil aggregates, organic matter, and nutrient indicators, leading to the change of rice yield. 【Conclusion】In the double-cropping rice system, long-term turnover of Chinese milk vetch could be the main pattern to achieve higher soil fertility and rice yield. The soil acidification can be alleviated when more than 10 years turnover of Chinese milk vetch. The macro-aggregate content was more sensitive to different turnover years of Chinese milk vetch. It suggested that soil organic matter and available nitrogen were the key factors to the change of rice yield.