Dubey was arrested by the Madhya Pradesh Police on July 9 from the premises of the Mahakal Temple in Ujjain after he was on the run for some days following the encounter in Kanpur, where eight policemen were killed. The Uttar Pradesh Police killed Dubey in an encounter on July 10 after he 'attempted to flee' while being taken to Kanpur from Ujjain.