One rumour is there that only studying in IITs will fetch better placement & studying in private colleges does not get any good placements.

Hello, No, it's not true. It actually depends on the recognition of the private colleges. There are many good private universities where the placements are too good and they are at par with the IITs too. Studying in IITs would make you gain an additional reputation as they are of high standards.