Negative responses are typically cached for short periods of time. Can you imagine if people cached NXDOMAIN for half a day and someone creating a record had to wait 12 hours for it to go live because someone queried it?
This is how antiviruses have always worked, without affecting user privacy (of course, most antiviruses also did other things that DID affect user privacy, but malware detection at least worked perfectly fine without it).
But if you have a cached OCSP response for the cert of a malware author, then you've already launched their app, so it's probably too late.