You do. That's what you are paying for in a lease, the depreciation that occurs over the term of the lease, plus interest and whatever other spread the finance company/manufacturer/dealership takes. They sell the car at the lease end for the value of the car less the depreciation you "used".
Lease/buy in an efficient market should be equally profitable. Most of the lease benefits are from taxes.