If you have the tabbed inbox enabled (i.e. Social, Promotions, Updates, Forums), then Gmail will insert ads into the non-primary tab that look almost like regular emails. If you have the tabs disabled so that all your messages show up in the Primary inbox, you don't get ads.
Like the ones in my Gmail.