The Honda Elete is a scooter, not a moped...but the solutions are the same.
If the unit has been sitting that long the carburetor will need to be cleaned. The oil injection unit will be suspect. Do what joew recommends and run pre-mix in it.
Your local Honda dealer should be able to help you with parts and service. Otherwise, look into scooter websites to get more info.