One possible culprit is nightshades - potatoes, eggplant, tomatoes and related veg. I read a couple of books about this, one quite rabid, and bought a book of nightshade free recipes.
My husband has some arthritis and we tried cutting them out for a while, but it didn't make a lot of difference. I guess you could try cutting them out for a while and see what happens.