Yes that's what it implies. There's a privileged truth and we don't get to know it. Don't feel bad, though.

You can describe the laws of physics like little gremlins who follow a book of laws that happens to be the laws we know, and the predictions and observations we have will match the gremlins theory.

It doesn't make the existence of tiny gremlins real.