Inflammatory mediators tumor necrosis factor (TNF) and interleukin 1 beta (IL1β), primarily derived from hepatic macrophages in the liver, play a crucial role in the progression of nonalcoholic steatohepatitis (NASH). Meanwhile, intravenously injected exosomes are mainly distributed in the liver and predominantly taken up by hepatic macrophage. Herein, we aimed to evaluate the feasibility of targeted inhibition of TNF and IL1β expression in hepatic macrophages via exosomes as a potential therapeutic strategy for NASH. In this study, we demonstrated that antisense oligodeoxynucleotide targeting TNF (ASO-TNF) or 2-deoxy-d-glucose (2DG) effectively suppressed the expression of TNF and/or IL1β in macrophages. Exosomes loaded with ASO-TNF or 2DG were able to suppress the expression of TNF and/or IL1β in macrophages in vitro or in vivo. Furthermore, infusion of Exo/ASO-TNF or Exo/2DG significantly attenuated experimental steatohepatitis in choline deficient amino acid-defined (CDAA) or methionine and choline deficient (MCD) diet-fed mice. RNA-seq results showed that treatment with Exo/ASO-TNF or Exo/2DG significantly inhibited pro-inflammatory signaling pathways. Mechanistically, we observed that administration of Exo/ASO-TNF or Exo/2DG could attenuate NASH progression by up-regulating the expression of superoxide dismutase 1 (Sod1). Combined, our findings demonstrated that infusion of exosomes loaded with ASO-TNF or 2DG alleviated experimental steatohepatitis in murine models. Thus, infusion of exosomes loaded with anti-inflammatory agents holds promise as a potential therapeutic strategy for NASH treatment.