Arginine plays a key role in regulating the immune function of fish. To evaluate the effect of arginine on the immune response of largemouth bass (Micropterus salmoides), the effects of arginine on cell viability, NADPH oxidase activity, respiratory burst activity, and NO production of leukocytes were analyzed both in vitro and in vivo. In this study, we found that arginine could promote the respiratory burst activity of leucocytes both in vivo and in vitro. By incubating leukocytes with the combination of LPS and arginine, we found that arginine supplementation inhibited the expression of inflammatory genes (tumor necrosis factor-alpha, tnfα; interleukin(il) 8 and il10) and apoptotic genes (caspase3, caspase8, and caspase9) induced by LPS, as well as promoted the arginine metabolism. Arginine supplementation significantly induced (cd4-like)cd4 gene expression after LPS challenge. Further studies showed that LPS could significantly increase nucleotide-binding oligomerization domain containing 1 (nod1) gene expression, but decreased the nod2 gene. The arginine supplementation increased nuclear factor kappa-B (NF-κB) protein level. In conclusion, arginine can alleviate LPS-induced inflammatory response and apoptosis as well as induce cd4 gene expression against LPS challenge via adjusting the expression of NODs signaling.