Even better, since I don't use illegal drugs I'll go ahead and give them the sample, wait for the tests to come back negative, and explain to them very clearly why I'm declining their employment offer at that point.

That "prevents" them from dismissing my refusal as "oh, a druggie who didn't want to get caught"