All current drug treatments for epilepsy, a neurological disorder affecting over 50 million people 1,2 merely treat symptoms, and a third of patients do not respond to medication. There are no disease modifying treatments that may be administered briefly to patients to enduringly eliminate spontaneous seizures and reverse cognitive deficits 3,4 . Applying network and systems-based approaches to rodent models and human temporal lobectomy samples, we observe the well-characterized pattern of rapid induction and subsequent quenching exhibited by the JAK/STAT pathway within days of epileptic insult. This is followed by an utterly unexpected, resurgent activation months later with the onset of spontaneous seizures. Targeting the first wave of activation after epileptic insult does not prevent disease. However, brief inhibition of the second wave with CP690550 (Tofacitinib) 5,6 enduringly suppresses seizures, rescues deficits in spatial memory, and restores neuropathological alterations to naïve levels. Seizure suppression lasts for at least 2 months after last dose. Reignition of JAK/STAT3 inflammatory signaling in chronic epilepsy opens a powerful window for disease modification with the FDA-approved, orally available drug CP690550.