Fetal macrosomia is associated with several maternal and fetal complications. Toll-like receptors (TLRs) and fatty acid transport proteins (FATPs) are related with fetal growth and development. However, the association of the levels of TLR and FATP expression in placenta with neonatal weight is not known. Thus, we sought to evaluate the effect of blood lipid, TLRs, and FATPs on neonatal weight. According to birth weight, specimens were divided into four groups: low ( 3000 g), middle (3000 g < and 3500 g), high (3500 g < and 4000 g), and macrosomia (> 4000 g) groups. The blood lipid levels, TLR4 expression level in the umbilical vein serum, and TLR4, FATP2, and FATP4 mRNA and protein expression levels in placental tissue were measured. The risk factors of fetal macrosomia, which had significant difference among the low, middle, high, and macrosomia groups, included maternal blood triglyceride (TG) and high-density lipoprotein (HDL), cord blood TG and HDL, placental weight, TLR4, FATP2, and FATP4. Multivariate logistic regression analysis indicated that the risk of fetal macrosomia was positively correlated with the TLR4 (odds ratio = 3.053, p = 0.018), FATP2 (odds ratio = 4.824, p = 0.001), and FATP4 (odds ratio = 3.201, p = 0.014). Among them, FATP2 had the most significant effect on neonatal weight. Therefore, neonatal weight could be regulated by the FATP2 expression level, which could reduce the incidence of maternal and fetal complications caused by abnormal weight.