Because the peer doesn't review articles professionally, so they aren't technically always right. Since they aren't trained for reviewing articles and/or have a degree in English, they aren't usually credible.
If your idea/research is peer reviewed then it's very credible because articles from scholarly, peer-reviewed, academic, and refereed journals are more credible than articles from popular or trade journals ('magazines') because they have gone through the most rigorous review process.