Do I need a bank statement to apply for UK Student visa?

You need a compliant bank statement for your visa application in all cases. You will need to maintain a bank statement of an amount equivalent to your remaining tuition fees and living expenses required for your study location for 28 consecutive days. You can calculate the exact amount required here.