State based exemptions were controlled by state governments under earlier VAT law, which in turn were regulated by states.
GST is a centralised levy along with states getting their shares.
Everything is taxed under GST unless specifically exempted or grouped under Nil tax rate.
If your product is neither of these than you have to charge tax on outward supplies. Tamilnadu government cannot do anything except representing to central government.