In order to enjoy Mona Lisa (and the rest of the Louvre) with just a few people around you, you want to come and visit the museum during late openings. On Wednesdays and Fridays, it closes at 9:45 PM. If you arrive at 6 PM, you will have time to see all the highlights and more, and just end your visit with Mona Lisa.