Add the stopOnFailure="true" attribute to your phpunit.xml root element.
  
// You can also use it in the CLI: phpunit --stop-on-failure
  
// Info from manual and some others that are maybe useful for you:
stopOnError - "Stop execution upon first error."
stopOnFailure - "Stop execution upon first error or failure."
stopOnIncomplete - "Stop execution upon first incomplete test."