Repeated administration of peroxisome proliferator-activated receptor gamma (PPARγ) agonists reduces neuropathic pain-like behavior and associated changes in glial activation in the spinal cord dorsal horn. As PPARγ is a nuclear receptor, sustained changes in gene expression are widely believed to be the mechanism of pain reduction. However, we recently reported that a single intrathecal injection of pioglitazone, a PPARγ agonist, reduced hyperalgesia within 30 minutes, a time frame that is typically less than that required for genomic mechanisms. To determine the very rapid anti-hyperalgesic actions of PPARγ activation we administered pioglitazone to rats with spared nerve injury (SNI) and evaluated hyperalgesia. Pioglitazone inhibited hyperalgesia within 5 min of injection, consistent with a non-genomic mechanism. Systemic or intrathecal administration of GW9662, a PPARγ antagonist, inhibited the anti-hyperalgesic actions of intraperitoneal or intrathecal pioglitazone, suggesting a spinal PPARγ-dependent mechanism. To further address the contribution of non-genomic mechanisms, we blocked new protein synthesis in the spinal cord with anisomycin. When co-administered intrathecally, anisomycin did not change pioglitazone anti-hyperalgesia at an early 7.5 min timepoint, further supporting a rapid non-genomic mechanism. At later timepoints anisomycin reduced pioglitazone anti-hyperalgesia, suggesting a delayed recruitment of genomic mechanisms. Pioglitazone reduction of SNI-induced increases in GFAP expression occurred more rapidly than expected, within 60 min. We are the first to show that activation of spinal PPARγ rapidly reduces neuropathic pain independent from canonical genomic activity. We conclude that acute pioglitazone inhibits neuropathic pain in part by reducing astrocyte activation, and via both genomic and non-genomic PPARγ mechanisms.