Villa Serbelloni, a property of the Rockefeller Foundation, has celebrated gardens on the site of Pliny the Elder's villa overlooking Bellagio. There are only two guided visits per day, restricted to 30 people each, and in May these tend to be commandeered by group bookings.
Visit the Travel Talk forums for help on planning your trip