According to the complaint, the incident occurred last evening at the couple's residence, they said.
The accused, victim's husband Niranjan Singh and his friend Gurdev Singh fled the spot after committing the crime, police said, adding both of them were drug addicts.
The victim has been sent for medical examination, they said.
The accused have been booked on relevant charges and police is on the lookout for the duo, they added.