Karim Yuresh, spokesman for the provincial police chief, says the Taliban gained control of the village, located in the Shirin Tagab district, following the surprise attack today.
He says five insurgents were also killed and two others were wounded in the battle.
Qari Yusouf Ahamdi, a Taliban spokesman, claimed responsibility for the attack.
In neighbouring Jawzjan province, insurgents abducted about 50 local farmers in Darzab district.
Mohammad Reza Ghafori, spokesman for the provincial governor, says the tribal elders are trying to secure their release. He says the motive behind the kidnapping isn't yet clear.
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