It'll only take around 15 minutes if traffic is light.Nelson Airport is only 8km(5 miles)from Nelson city center.If you're worried about your map reading skills,you can always hire a GPS from the rental company.Alternatively,save yourself a bit of cash by downloading a GPS map on your phone.
Don't rely on Google or Apple Maps in case you don't have a signal when you're out in the boonies.