In brief: Neuropathy. There are many causes of burning at the bottom of the feet. Peripheral neuropathy is the most common cause of this. Diabetes, low back nerve impingement, long term drug induced such as chemotherapy, long term alcohol use and even some communicable diseases can cause this.