No, lease agreements do not need to be notarized in Wisconsin. A landlord and tenant can choose to get a lease notarized if they wish, but it is optional.
As long as the lease meets the criteria to be legally binding and it is signed by both parties, it is not necessary to have it notarized. It is binding regardless.
The information for this answer was found on our Wisconsin Residential Lease Agreement answers.