New rural construction needs a strong financial support. However, agriculture is a high-risk industry; one big obstacle restricting Chinese rural economic development is financing difficulty in the agricultural products producing and processing enterprises. This paper, on the foundation of analyzing the current situation of Chinese agricultural products market, with the theory of modern logistics finance, puts forward the approach of establishing Chinese agricultural products logistics pledge system, and illustrates the function of agricultural products logistics warehouse receipt pledge system in the new rural construction.