That's one of the reasons why HSTS [1] was invented. Basically your website itself informs the browser to never contact it though http. Then a man-in-the-middle, which can inject whatever in any http pages you visit, simply cannot inject (nor replace) your website ever, because they (supposedly) cannot fake a valid certificate covering your domain.

You can even submit your domain [2] so that current browsers automatically apply the https-only preference to your domain, even when it hasn't ever been contacted before. Cool, isn't it?

[1] https://en.wikipedia.org/wiki/HTTP_Strict_Transport_Security [2] https://hstspreload.appspot.com/