Yes, although research is limited. Aspirin or ibuprofen are non-steroidal anti-inflammatory drugs that can calm the skin and reduce the pain associated with sunburn. You can either take medication or break aspirin or ibuprofen tablets and combine them with water to make a paste that you can gently apply to the affected area. Anti-inflammatory creams are also available.