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Objective: To explore the effect and mechanism of action of Celastrus paniculatus oil on the treatment of perinatal rats with attention deficit hyperactivity disorder. Methods: In the perinatal stage, the rats were either isolated or administered with lead acetate to establish an animal model of attention deficit hyperactivity disorder. Atomoxetine served as the reference standard. Animals' behaviours were assessed through Y-maze, novel object preference, fear conditioning and resident-intruder aggression tests. Oxidative stress parameters, bioamine concentration (dopamine, noradrenaline and 5-hydroxytryptamine), nerve growth factor, interleukin-6, nuclear factor-κB, and tumour necrosis factor (TNF)-α were estimated. Synaptophysin immunohistochemical assay was performed. Results: Celastrus paniculatus oil significantly improved behavioural parameters in Y maze, novel object preference, discrimination index, fear conditioning and resident intruder aggressive tests. The treatment groups showed a decrease in malondialdehyde level. Changes in the levels of dopamine, noradrenaline, and serotonin were restored by Celastrus paniculatus oil. Celastrus paniculatus oil increased nerve growth factor and decreased interleukin-6, nuclear factor-κB, and TNF-α. Synaptophysin immunoreactivity was also improved by Celastrus paniculatus oil with alleviated reactive gliosis, degeneration, and vascular proliferation. Conclusions: This research shows the therapeutic potential of Celastrus paniculatus oil for the treatment of attention deficit hyperactivity disorder.