I think you misunderstand what science is and how it works. Everyone understands that we are not just possibly, but in fact certainly, missing not just one something but many things. But until there is actual evidence of those things, they can't be considered.

Nobody thinks that science as it stands now is complete or even necessarily correct. All scientific knowledge is always provisional, subject to revision as evidence requires.