Here, we demonstrated that daily melatonin (10 mg/kg) for 21 days significantly reduces autism‐like behaviours induced by VPA, compared with the Saline group, with decreasing the expression level of β‐catenin, TCF protein and downstream targets. Here, HNF4A is linked to autism.