Look on eBay. Some of the manufacturers that do a commodity business (like t-shirts, or socks, and definitely tights and leggings) advertise there. The prices are right and the color selection and size selections are usually better than in the stores.
Target has a pretty good selection :)
I forgot to mention . I'm plus size .