Though caffeine can have its benefits, too much can put undue stress on your nerves. While caffeine is not proven to play a role in causing neuropathy5, the stress on the nerves can add to your neuropathy pain. Understanding caffeine's effect on your body can help you manage your neuropathy symptoms.