UNLABELLED: In this study, we aimed to determine the efficacy of in vivo chimeric antigen receptor (CAR) T cell therapy, generated by targeted lipid nanoparticles (t-LNPs), as an anti-fibrotic in metabolic dysfunction-associated steatotic liver disease. Hepatic fibrosis is a key predictor of mortality in liver disease, driven by fibrogenic hepatic stellate cells (HSCs). In heart, chimeric antigen receptor (CAR) T cells targeting fibroblast activation protein alpha (FAP) reduce murine cardiac fibrosis. However, the value of this approach in liver is unknown. We explored the anti-fibrotic potential of in vivo-generated anti-FAP CAR T cells in metabolic dysfunction-associated steatohepatitis (MASH), a highly prevalent disease with no approved anti-fibrotic therapies. We first established that FAP expression in both human and murine MASH is specific to HSCs. We then used flow cytometry, Sirius Red morphometry, digital pathology analysis, and single nuclear RNA-sequencing to assess the impact of anti-FAP CAR T cell therapy on murine MASH. Anti-CD5 targeted-LNPs carrying anti-FAPCAR mRNA generate activated, transient anti-FAP CAR T cells, which significantly reduced fibrosis by depleting pro-fibrogenic HSCs, and by modulating immune cells, endothelial cells and hepatocytes in a non-cell autonomous manner to mitigate inflammation and restore hepatic homeostasis. These findings reinforce the potential of in vivo CAR T therapy to attenuate a highly morbid and pervasive liver disease through integrated, multicellular salutary effects. ONE SENTENCE SUMMARY: RNA-based treatment transiently reprograms immune cells to target scar-forming cells in fatty liver disease, thus improving liver health overall.