Inflammation has been associated with so many negative processes in the human body. Pretty much getting old is an inflammatory process. So it's no surprise that it can have a direct influence on depression. 

https://www.psypost.org/2022/03/new-psychology-research-uncovers-an-interesting-link-between-inflammatory-responses-and-depression-62688