1. Having no cause or apparent cause
   "a causeless miracle";
   - fortuitous, uncaused
    
2. Having no justifying cause or reason
   "a senseless, causeless murder"; "a causeless war that never had an aim";
   - reasonless

See also: unintended, unmotivated