I just had another idea: you could use the Mitogen execution strategy. It doesn't make your tasks run in parallel, but it takes away a lot of the overhead involved in running Ansible, so you might get some performance gains there. It's not running your tasks in parallel though...
For real parallel execution, you would probably need multiple hosts. I don't think what you're trying to do is even a part of Ansible on the conceptual level.