Have you tried knee warmers instead of capris? I use Pearl Izumi Therma Fleece kneee warmers, and they work great for me. I actually do have some capris that I bought more for walking and indoor exercise, but I don't like them for cycling because the legs are a little shorter than I like for on the bike.
--- Denise