Do I need to have a drug license to own a medical store?

You need pharmacy (drug store) licence to open a drug store. The board of pharmacy in your state will evaluate and grant you certification and licence you need to set up your store.

You also need a licenced pharmacist to run the store.

In summary, you need drug licence and a licenced pharmacist to start up a drug store.