While talking to Leslie on the phone, Stanley says that her bookshop has the largest collection of astrology books that he has ever seen in reference to the Moon's strange appearance. He should have said "astronomy."
The moon is in crescent phase when it is near the sun in the sky. There can be no crescent moon visible at midnight.