Police said a mob of at least 1,500 villagers allegedly attacked nine men with wooden sticks after abducting them from near a farm in the village on morning of last Friday.
A Vaijapur police station official said the incident took place after fake messages about the presence of a "gang of robbers" were circulated on Whatsapp. "Following the rumours, villagers were maintaining a vigil in night hours," said Assistant Police Inspector Ram Hari Yadav.
The official said police rushed to the spot after they received a call from a villager, informing that they had caught a gang of "robbers".
When police reached the village, they found nine men on the ground, brutally assaulted, he said. Police took the injured men to the rural hospital in Vaijapur, before shifting them to the Government Medical College and Hospital in Aurangabad, 70 kms from the village.
Mr Yadav said two of the injured men succumbed to injuries on June 9 while another person is in critical condition. The two men who died have been identified as Bharat Sonavne and Shivaji Shinde, he said.
Aurangabad (Rural) SP Arti Singh today said the lynching occurred in the wake of certain fake messages and posts being circulated on Whatsapp in the village about the presence of a gang of robbers.
The SP said senior police officers have been directed to initiate necessary action to curb such fake messages on WhatsApp and other social media.
In separate incidents of lynching last month, two men were allegedly beaten to death by a group of villagers in Telangana on suspicion of being thieves.
A similar incident took place in Assam, where two men were pulled out of their vehicle in Karbi Anglong district last week and beaten to death by a group of irate villagers, who suspected them to be child-lifters.