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.