A police team was attacked by villagers in Shrika Purwa, Kanpur Dehat, when they had gone to arrest a loot accused.
Villagers armed with sticks, bricks and stones attacked the police as the accused managed to escape.
The mob even tried to snatch their service revolvers.
A case against more than three dozen people has been filed.
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