In this mini-review, we summarize the recent progress of the mechanisms of key NRs in the pathogenesis of MASLD, and discuss the advances in nuclear receptor-targeted therapy, with emphasis on THR-β, PPARs, and the non-bile acid farnesoid X receptor (FXR). The gene discussed is NR1H4; the disease is metabolic dysfunction-associated steatotic liver disease.