You can always find them on E-Bay, I think they steal them and then put them for sale there. 
A few things, make sure the cap is put on correctly, that is match the pic of the valve stem to that location, make sure the steel ring on the cap is between the spacing fingers, that keeps enough pressure on the ring to hold the caps firmly.Anyone have any issues with noisy/loose center caps? Mine make a bunch of noise...