You're not crazy, but good luck finding a doc to actually treat this as a medical problem and not a psych issue. You might get short-term prozac for the moods. You may get better help if you get a formal diagnosis of something like PMDD, or there's some kind of underlying physical dysfunction that shows up on labs or imaging.
Otherwise, "lady problems".