The woman, identified as Annapurna Behera of Puri town, fell unconscious while offering prayer at the Grand Road facing Snan Mandap near the famous Lord Jagannath temple.
She was immediately taken to the district headquarter hospital where doctors declared her dead.
The doctors are yet to ascertain cause of her death, police said.