Leonardo DiCaprio, Robert De Niro, Robert Downey Jr. Dine at Giorgio Baldi

Leonardo DiCaprio, Robert De Niro and Robert Downey Jr. walk into a restaurant ... there's no punch line here -- 'cause it really happened Thursday night! The three Oscar winners all hit up Giorgio Baldi -- a fancy Italian spot in Santa Monica ...…