The time for the ultimatum is now.

Tell him he must seek help for his paranoia or get out. It's his problem, not yours.

And don't give in by taking the damn drug test. It'll just lead to more absurd requests in the future. Put your foot down now.

If he doesn't trust you, the relationship has no hope and was over a long time ago.