Yes, you can delete the section as long as you are not eligible for education credits or have any taxable income from the scholarship.
If your scholarships covered your entire tuition expenses and you did not pay for tuition or books out-of-pocket or with loans then you would not be eligible for any education credits.
If you did not use the scholarship to pay for room and board or had leftover scholarship money that the school gave to you, then you have no scholarship income to report.
