The accused, identified as Rajesh Kantale and Ramesh Aaglave, have been arrested, they said.
Quoting from the complaint filed yesterday by the woman's father, police said that the duo entered the woman's house and sexually assaulted her.
The victim, who has a child, was married to a youth in a nearby village but the couple later separated after which she moved to her father's home.