Kesar Nayak (30) and her brother-in-law Gorkharam Nayank (22), allegedly committed suicide near Nokha late last night, they said.
"Her husband Madan Lal Nayak is ill and bedridden," police said.
The bodies have been sent for post-mortem and investigation is on, they added.