According to the police, the accused have been identified as Vikas alias Vicky and Johnny who hail from Uttar Pradesh.
Police said Vikas works with a five-star hotel while Johnny, who is said to be his relative, was jobless. Both were sharing a rented room.
The two Manipuri women, who work in a shopping mall in Gurgaon, said in their complaint that the two men used to stalk them and peep into their bedroom through an opening in the window of their house.
Police said the accused also used to knock on the main door of the house and run away before the door was opened. The women came to know about the secret peephole late on Monday.
A senior police officer said the possibility of filming video recordings of the women in the room by the accused cannot be ruled out.