If I register voluntarily though my turnover is less than Rs. 20 lakhs, am I required to pay tax on supplies made post registration?

Yes. If you obtain voluntary registration despite the turnover being below Rs. 20 lakhs, you would be treated as a normal taxable person and would need to pay tax on supplies even if they are below the threshold for registration. You will also be entitled to take input tax credit.