Neuropathic pain affects millions of people in the worldwide, but the major therapeutics perform limited effectiveness. Paeonol (PAE) is widely distributed in Paeonis albiflora, and has manifested anti‐inflammatory and antioxidative effects in multiple diseases. The present study aims to elucidate the effect of Paeonol (PAE) on neuropathic pain (NP) and the potential targets. Chronic constriction injury model was established to mimic NP in vivo in rats. The expression of GFAP, HDAC2, AHDAC3, Ac‐H3K9, Histone‐H3, Ac‐H4K12, Histone‐H4, TNF‐α, IL‐1β, and IL‐6 was assessed by real‐time polymerase chain reaction, western blot, and/or enzyme‐linked immunosorbent assay kits. Ultimately, results indicated that intervention of PAE significantly blocked neuroinflammation and astrocytic activation via blocking HDAC/miR‐15a signaling in CCI rats. These data revealed PAE is a novel therapeutic target for the treatment of neuropathic pain.