Wage tax needs to be paid regardless of whether you are a student or not. After all, students still need to pay taxes.
Whether wage tax is deducted or not solely depends on your tax bracket and income amount. The wage tax due may vary depending on your tax bracket.
If you have paid too much wage tax, the overpaid amount will be reimbursed by the responsible tax office if you submit a tax return.