It is not much about privacy, but about the integrity of your data.

Your ISP can see the IP addresses and all the meta data for your traffic. With the current way DNS is setup, they can modify the responses and re-route you any where they want.

With HTTPS and encrypted DNS, it makes a lot harder for them to inject content or redirect you without browsers warnings.