That might be my problem, it's just way to cool and damp here all year long. I tried drying herbs in the oven one year and even in airtight containers everything eventually got moldy.
Mom bags hers and keeps them in the freezer to snip when she needs them. Just snips them off the plant right into baggies and straight into the freezer. I never seem to have enough room in my freezer...