Spider Bites that Burn. While most spider bites are harmless, a few can cause serious health problems so it is important to recognize and treat any spider bite reactions that include burning. Many minor reactions include itching, redness and swelling. These symptoms usually go away within hours or a couple of days and can be treated at home.