Peer review is a base level quality check, not a correctness check in most disciplines.
It provides value, indeed most of my papers have been improved by going through peer review. But it's good to be conscious of what it can and can not do.
One thing that it does do is signal intent. It signals that you are willing to engage with the expert community, and specifically their feedback and criticism.
Finally, there is of course a fallacy in saying "not trustworthy either". If 99% of random blog posts are wrong, but 60% of published papers are wrong, then a random paper is 40 times more likely to be correct than a random blog post and it's perfectly sensible to be hesitant about citing the latter.
Finally, scientists have always cited outside of traditional sources and continue to do so [1]. I see no evidence for your assertion that "appeal to authority" has become more prevalent or important than it used to be. With all the ongoing open science initiatives it's rather the opposite.
[1] Personal communication with various scientists, 2018