No, lease agreements do not need to be notarized in Minnesota. The lease becomes binding as soon as there is an agreement between landlord and tenant, and notarization is not required in order to enforce it.
The landlord and tenant can get the lease notarized if they wish, but it is not required.
The information for this answer was found on our Minnesota Residential Lease Agreement answers.