Dumbledore's favorite Muggle sweet is Sherbet Lemon, as revealed in the first Harry Potter book and mentioned throughout the series. This becomes a running joke and even serves as a password to his office at Hogwarts. Orange Sherbet, Lemon Soda, and Salty sherbet are not the correct answer.