Can you become a phyciatrist without high school diploma?

No, you cannot become a psychiatrist without a high school diploma (or its equivalent, like a GED). A high school diploma is the fundamental prerequisite for applying to college, and a college degree is required for medical school, which is, in turn, a prerequisite for a psychiatry residency.