If you have nexus in the customer's state, yes. Drop shipping does not remove the obligation, it just means someone else ships the goods.
The arrangement creates a second question too, whether your supplier charges you tax on the wholesale purchase, which a resale certificate addresses.
We handle this for founders running US companies.