I wouldn't call it a belief. Children believe it as long as they believe in Santa Claus and the Tooth Fairy. It's just a popular and infantile image, because the Moon is round, looks yellow, and sometimes appears to have a slice cut out of it. I imagine this applies also in America.
PS This idea is exploited in W&G because they both like cheese (the real stuff).