The women claimed that the incident took place on Saturday and one of them was injured in the leg and has been admitted to a local civil hospital.
Police said they were investigating the matter and the village panchayat has sought time for reaching a compromise between both the parties.
"We have received complaints from the both the parties against each other and we are probing the matter," Station House Officer Jasvir Singh said, adding the upper caste members have accused Dalit families of grabbing the shamlat land.
He alleged that five men attacked the women when they came to dump garbage.
Mintu alleged that on September 13 also, Dalit women were abused by the members of upper caste for throwing waste near the gurdwara and despite lodging complaint, no action has been taken by the police then.