The aim of this study was to investigate whether diet plays a role in the effect of inflammation on birth weight. The normal pre pregnancy body mass index and healthy single pregnant women without classical inflammatory were recruited at 16-20 weeks of pregnancy and provided blood sample to measure plasma high sensitive C reactive protein (hs CRP) level. The Dietary Inflammatory Index (DII) score was calculated by a three day 24 h recall method, and a cohort of 307 eligible pregnant women was established. According to birth weight, the subjects were divided into three groups: normal birth weight (NBW) group, low birth weight (LBW) group, and high birth weight (HBW) group. The hs CRP level and DII score were significantly different between NBW and LBW groups. The risk of higher hs CRP in the pro inflammatory dietary group was 1.89 times than the control group (95% CI: 1.05, 3.42). The risk of LBW with higher hs CRP was 3.81 times than normal hs CRP (95% CI: 1.26, 11.56). The risk of LBW in the pro inflammatory dietary group was 10.44 times than in the anti inflammatory dietary group (95%CI: 1.29, 84.61). The pro inflammatory dietary in the second trimester affects the hs CRP level, showing a positive correlation. And both of two factors increase the risk of LBW.