The firing between the two sides began at around 7.30 AM and was still continuing, police said.
Acting on a tip-off that there was a Naxal hideout in the forest area, jawans of CRPF 192 battalion rushed to the site.
On seeing the forces, the ultras started firing at them and in retaliation police also opened fire.
