The incident took place last night when the Refinery administration, in the presence of police, got the wall built on a passage leading to the village.
The villagers alleged that it was done without their consent.
Besides attacking the police, they also damaged the wall, police said.
"Two persons have been arrested and hunt is on for others involved in the attack," DySP Nitin Singh said.
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