How to change someone's profile picture in WhatsApp?

I don't like one of my WhatsApp friend's picture (we chat regularly, though the photo disgusts me), so I want to change his profile picture. I did change its source image, but it didn't work on the small image that you see on the chat screen next to the name. Is it possible to change it? If it's how?