That is a very optimistic outlook. One person's new relief is another's new label, stigma and anxiety. People experiencing depression-related mental health conditions could lean towards the latter.

In addition, many diagnoses in mental health aren't really tangible or helpful to think about as a layperson, they're just a vague description of a symptom (this applies across a lot of medicine, see IBS, etc.).