Two of the policemen have sustained serious injuries in the attack and were admitted to hospital.
The incident occurred during the early hours today at Kombadbhuje village under the jurisdiction of NRI Police Station in the satellite city, an official said.
"The team of Mumbai Police was beaten up by villagers under mistaken identity that they are robbers. We are registering an offence against them," said Hemant Nagrale, Commissioner of Police, Navi Mumbai.
The team after reaching the village at 3 AM began to search for illegal migrants, the official said, adding, after some of the migrants started shouting and cried for help the villagers woke up and mistook the police team to be robbers.
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The villagers then thrashed the policemen, he said.
All the policemen were injured in the attack, however two of them suffered serious injuries, said the officer.
Earlier, the police team was attacked by the Bangladeshis in Kharghar in February 2013 in which a police sub-inspector and a constable were attacked by a crowd of around 20 people.
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