We do not currently know of any antonyms for martial art.
The noun martial art is defined as:
Any of several fighting styles which contain systematized methods of training for combat, both armed and unarmed; often practiced as a sport, e.g. boxing, karate, judo, silat, wrestling, or Muay Thai.