"Three cars, including one luxury Mahindra XUV500, were seized from their possession," SSP Babloo Kumar said.
They have been identified as Rahul dev alias Dev Chaudhary of Rishipuram, Gaurav Sharma alias Goru of Surendra Nagar and Vinod Kumar of Rakhra, he said, adding the first two carried a reward of Rs 10,000 each on their heads.
"They were also possessing bogus police identity cards," Kumar said, adding they would sold the stolen vehicles in Punjab, Bihar and Chattishgarh.
Police also claimed to have recovered one kg of intoxicating powder, 2 country-made pistols 315 bore and live cartridges.
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