I think the actual sentiment is closer to "first, do no harm" (a.k.a. the precautionary principle) which is not nearly as bizarre!

That might be the noble aspiration that lives only inside their head, while outwardly the sentiment seems to look more like "make the government harmful so we can justify making it smaller."