The unidentified woman had taken the baby girl away last evening telling her grandmother that the doctor wanted to examine her and give a present, sources said.
However, the woman returned following which the family, hailing from neighbouring Tiruchirappalli district, lodged a complaint.
The baby was delivered by caesarian section on July 8.
Police were examining the CCTV camera footage to identify the woman.