The accused and his parents have been arrested and the woman hospitalised, they said.
The woman, whose husband died in 2016, also alleged that her in-laws tortured her for dowry, the police said.
She alleged that her in-laws attacked her with a sharp- edged weapon when she resisted the rape bid.