The complaint has been lodged at SGM Nagar.
The woman's husband has accused her father, uncle and brothers of kidnapping and assault, a police official said.
The man and the woman, both belonging to Tigaanv village, had got married in 2011 against the wishes of their family and the locals, the official said.
The couple has a 5-year-old child as well and was residing in a rented house in NIT-5 area of the district.
"They assaulted me and abducted her (his wife)," the official said quoting the complaint.
Subhash Singh, the station house officer of SGM Nagar police station, said the woman as well her family members are untraceable and police is making efforts to find them soon.