Stipend is taxable if total income exceeds maximum amount not chargeable to tax, under the head income from Other Sources if employer and employee relation ship not exist otherwise taxable under the head salaries.
If you establish that stipend is for meeting cost of education and books you can claim exemption u/s 10(16).