How can a middle class student afford the fees of IIM? Is there any scholarship programme offered by IIMs?

No, the fees of IIMS is more, but don't worry about that, one who is getting into IIMS will have multiple sources of getting a loan from banks, where you can clear the loan after your studies while doing a job.