The body of the woman, identified as Kumari Rana of the same village, was floating when the police recovered it yesterday, they said.
Exact cause of death could be ascertained only after post-mortem, police said.
Family sources said she had gone to farm land for paddy transplantation on Wednesday but did not return home in the night.