Decreased 5-hydroxymethylcytosine (5hmC) levels caused by mitochondrial dysfunction in the brain are closely associated with the development of neurodegenerative disease. It has been reported that n-3 polyunsaturated fatty acids (PUFAs) prevent cognitive dysfunction by improving mitochondrial function in the brain. However, whether n-3 PUFA prevents cognitive dysfunction by increasing the levels of 5hmC in the brain is undisclosed. Mice were randomly divided into six groups (n = 10), injected with D-galactose (200 mg kg⁻¹ day⁻¹) for the model group and given different oils [0.1 mL per 10 g body weight per day, fish oil (FO), peony seed oil (PSO), corn oil (CO) and olive oil (OO)] for the prevention groups, and injected with the same dose of saline for the normal control group (NC) for 10 weeks, respectively. Peony seed oil and fish oil have shown preventive effects on D-galactose-induced cognitive dysfunction in behavioral tests. The content of docosahexaenoic acid (C22:6n-3, DHA content) in the brain was significantly higher in FO and PSO groups than in the other groups. Brain oxidative stress and neuronal apoptosis were significantly lower in PSO and FO groups than in the other groups. RNA-seq results showed that the different genes between PSO and FO compared with the model group were involved in the DNA demethylation process and the 5-methylcytosine metabolic process. The brain levels of 5hmC and the ten-eleven translocation family of dioxygenases (TETs) were significantly higher in FO and PSO groups compared with the model group, as analyzed by dot-blot and western blot. In conclusion, peony seed oil and fish oil increased the C22:6n-3 content, which activated the TET activity, led to up-regulation of the 5hmc level, resulted in inhibition of neuronal apoptosis, and then improved the cognitive function in D-gal-induced mice.