The woman has been identified as Hemalata Pradhan, wife of Mantu Pradhan of Pradhan Sahi under Kendrapara Sadar police station limits in the district.
Her husband is currently posted as Panchayt Executive Officer (PEO) at Rajnagar block in the district.
Hemalata is reportedly pregnant with 12 weeks.
As per reports, Hemalata was rescued while she was about to jump from the Luna Bridge on the National Highway after she was allegedly harassed and tortured by her husband over family issues.
On being informed, Marshaghai police reached the spot and took the woman to their custody.
A case has been registered and further investigation is underway, police said.