The attack took place on K P road in Anantnag district.
SHO Anantnag has also been critically injured in the attack.
Firing between the security forces and terrorists was still on.
Further details are awaited.
The attack comes months after the deadly attack on a CRPF convoy in Pulwama on February 14 this year, in which over 40 CRPF soldiers were killed.