Honestly, I wouldn't do it. There are plenty of other good, organic products out there that won't break the bank. If you can't find any you like, maybe make your own
This site sells ingredients and has a page for recipes:
Cosmetic Ingredients Supply - MakingCosmetics.com Inc.