In this review, we discussed the plant-derived active ingredients that regulate the NLRP3 inflammasome to improve NAFLD in vivo and in vitro, including terpenoids, flavonoids, phenols, and alkaloids. The gene discussed is NLRP3; the disease is metabolic dysfunction-associated steatotic liver disease.