In conclusion, WEAF and its key active compounds, glycitein and isorhapontigenin, effectively ameliorate obesity-induced NAFLD via the NF-κB/PPAR-γ signaling pathway by targeting TLR2, supporting their potential as therapeutic target and agents for NAFLD. Here, NFKB1 is linked to obesity disorder.