The skirmish took place at around 5.30 am in a forest in Kalled village, about 15 kms north of Zinganoor outpost in Sironcha tehsil of Gadchiroli, when a squad of Maharashtra police's special anti-Maoist unit was out on an anti-Naxal operation, the senior police official told PTI.
On specific information, the police launched the operation against the Maoists around midnight and the team of C-60 commandos was sent in Kalled village, following which the encounter took place, Special Inspector General of Police (Anti-Naxal Operations) Sharad Shelar told PTI.
"Seven Maoists, including five women, were killed in the encounter while some weapons were also recovered from the spot," the official said.
At least two Naxals were also injured, he said, adding that the rebels fled after the encounter.
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The weapons seized by the police included two SLR rifles, two 303 rifles and three muzzle-loading guns, he said.
A chopper was sent to bring the police team back from the forest along with the bodies of the rebels, Shelar said.
Another police official said that security personnel were on alert and camping in the area since the last few days in view of thePeople's Liberation Guerrilla Army (PLGA- militarywing of the Maoists) week being observed by the ultras between December 2 and 8, during which the rebels step up their activities.
A search operation was underway in the area, the police added.
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