You certainly have an interesting case there, patweppler! Out of curiosity, have you had the soil tested? I am definitely not an expert, but I'm wondering if there's something in the conditions where you have them that is making them multiply so rapidly.
Are all the lilies that are doing this on the south side? What are the conditions like where you have them?