The ubiquitin-editing enzyme TNF alpha-induced protein 3 (TNFAIP3) emerges protective roles in neurological disorder, such as cerebral trauma. However, the molecular mechanisms of TNFAIP3 in epilepsy are not very clear. Hereon, the epileptic mouse models and BV2 microglial cellular models were established by kainic acid (KA) and lipopolysaccharide (LPS) respectively. We found that TNFAIP3 was highly expressed in the hippocampus of epileptic mice. Besides, TNFAIP3 overexpression relieved the spatial learning and memory, reduced the hot plate latency, as well as inhibited neuronal apoptosis in KA-treated mice. In vivo and in vitro experiments indicated that inflammation, a key characteristic of epilepsy, was inhibited by TNFAIP3 upregulation, as evidenced by the downregulated expression of pro-inflammatory cytokine interleukin (IL)-1β and inducible NO synthase (iNOS), along with the decreased levels of NLRP3 inflammasome, which could activate inflammation. Collectively, we infer that TNFAIP3 relieves neuronal injury in epilepsy by suppressing inflammation.