Wheels won't stay attached to desk chair!?

I have the chair that is pictured in the link below and I have having problems keeping the rolling wheels in it. Whenever it picks up off the ground just a little bit, one of the wheels falls out. Does anyone have any ideas how to prevent it from doing this? I really don't want to go buy a new chair either. Thanks!

office chair wheels