First buy something of higher quality. I recommend buying at a sporting goods/hunting store as they will have more selection than your basic store will.
You should always buy thermal underwear of a higher quality. The best place to get good thermal underwear is from a catalog call L.L.Bean. The price is a little higher but you get what you pay for.