The Short Version
The evidence supports the claim’s core point. Low iron, low vitamin B levels—especially B12 and folate—and low vitamin D can be associated with fatigue, cognitive slowing, low mood, and related symptoms that overlap with depression. The main caveat is that this does not prove these deficiencies directly cause depressive disorder in every case.