How do I get out of my current depressed mood, using diet, exercise, and what else?

Overall Health. It sounds like you are already aware the important connection between your emotions and your overall health. I would add the importance of consistent sleep. Also, evaluate the role that relationships and spiritual matters have in your life - you can draw support from both these areas. Get a good physical exam. Also, consider starting therapy, and get an opinion on the possibility of medication.