HSTS would do the job of telling the browser to stick with HTTPS automatically. For more information: https://www.owasp.org/index.php/HTTP_Strict_Transport_Security_Cheat_Sheet
As for your browser redirecting you from HTTP to HTTPS, this could either be your site telling it to keep going to HTTP...