Google Chrome supports DNS over HTTPS (DoH) for increased privacy and security. It’s still disabled by default as of Google Chrome 80, but you can enable it using a hidden flag.
Note that Chrome won’t actually use DoH unless you’re configured to use a DNS server that supports DNS over HTTPS. You might have to change your DNS server to take advantage of it. Google Public DNS, Cloudflare, and even Comcast’s DNS all support it.