Scholarships are not taxable if you use it towards tuition, fees, supplies and books. However, it is taxable if used for any other purpose (like room & board, meal plan, campus gym, etc.). I am a college student and mostly use my scholarships to pay for my tuition for this very reason.
One exception to this situation is if you are a Resident Assistant. The cost of housing is not included in your income.