Can you cite a single case of someone blind from birth having Panic Attacks, ICU Psychosis, or Schizophrenia? I can't find one and volunteers searching the APA database could only find those with partial sight.
There were none among the completely blind. An anonymous page on the Internet says there are only two such cases in all the literature.
The subject of this site is a vision driven problem discovered when it caused mental breaks for office workers. If mental illness is caused by chemical imbalances why would the blind be immune?

Another curious abnormality caused by this disorder is a sufferer's automatic reflex to obey any order that is delivered suddenly. For example, if one uses a sharp, quick voice to order a jumper to throw the object in their hands, they will throw it without hesitation; if they are similarly told to strike a person, they will strike that person, even if it is a loved one. Very often, if an individual with this disorder hears a phrase that is unfamiliar or spoken in a loud voice, they will uncontrollably repeat that phrase back, a phenomenon known as echolalia.

The researchers looked at four commonly-used antidepressants and the clinical trials submitted to gain licensing approval. They included antidepressants regularly prescribed in the UK, including fluoxetine (Prozac), venlafaxine (Efexor) and paroxetine (Seroxat).

They found little evidence of benefit when analysing both unpublished and published data from the drug companies. Furthermore, the seemingly good results for very severely-depressed patients came from the fact that a patient's response to the dummy pill (placebo) decreased rather than any notable increase in their response to antidepressants.