Cindi,
For me, that's caused by the odd perspiration. I have it on my hands too.

I have a little ritual, after a shower, I dry my feet well, and spray them with anti-perspirant. I also use a lot of Eucerin. The real thick (rather expensive) stuff that comes in a tub. Feets are tuffies, they do a lot for us!
Good luck!

Pete