Unfortunately, you will not find relief from the pain of neuropathy in compression socks. Neuropathy causes damage to the veins, different types affect different nerves. These socks help blood flow back to the heart if you have neuropathy they can interfere with blood flowing back down into the legs and make symptoms worse.
Instead of socks, you will want to look for something with more padding. Diabetic socks are wonderful for people suffering from a variety of neuropathy problems.