Naked Poison (2000)

Office worker, ugly and shy Man, not only suffers from a lack of success in women, but is also humiliated by everyone around. He gets his kicks taking sneaky snaps of his female co-workers, spying on his neighbors having rough sex; things change, however, when he mixes ingredients from his late grandfather's medicine shop to create the ultimate aphrodisiac drug.