I'm not sure that I would state that it's inflammation as a fact, but exercise most likely will not hurt. Peter Attia, who is fanatical about understanding longevity, has said multiple times that he believes the best thing someone can do for long term brain health is exercise every day.

If it does turn out that inflammation is the cause, then things like fasting will also help.