So.... check this out!
I've restarted the agent this is running on, it doesn't do anything. I don't want to stop TeamCity because it's continuously building several of my company's projects. What the hell do I have to do to stop this task other than outright deleting it?! (The build history is useful to us so clone->delete isn't a good move for us.)