The gunfight ensued when police and Rashtriya Rifles launched a search operation in Dodhipora village, 75-km from here, following a tip-off about presence of militants there.
"The exchange of fire is still on between the two sides," a police spokesman said.
There was no immediate report of any casualty, he said.