In my opinion, it can be chemical. But there can be many other reasons for depression. The other possibilities I can think of are: diet, vitamin deficiency, body chemistry (other than at the brain), an illness lurking - cancer being a good example, heart problems, past and/or present experiences (PTSD), hereditary, others in family depressed, and many others.