The militants fled away with four rifles - two SLRs and two INSAS rifles - from a police post guarding the minority community in Adijan area of Kulgam at around 2 AM, a police official said.
He said the police have launched a manhunt to nab the rifle snatchers.
Police has also started an investigation into the incident, the official said.