Yes what you shared does make sense and it’s understandable that you worry about taking drugs. I had that same fear myself. However if you are really struggling with depression antidepressants can actually make a difference and they are not the same as taking drugs when young and experimenting.
Have you tried jogging or other forms of exercising? Sometimes exercising can help especially if you have a job where you sit all day at a computer.