the way i see it, depression is so "easily" diagnosed because it's very common and has clear, definable symptoms (loss of appetite, sleep, emotion, etc.). Whereas something more complex and rare like schizophrenia takes much longer to recognize and diagnose.
also, "the only one who knows you is yourself" is also debatable, you may think you know yourself but you're only scratching the surface.