How to make Chrome to not redirect http://localhost to https://localhost

Open the Chrome setting.

chrome://net-internals/#hsts

There is a “Delete domain security policies”. Put in “localhost” to Domain: input, and hit Delete. Now, the localhost is excluded from http -> https redirection.