In addition to Daniël's answer, I also found a insecure future form submit can cause this warning.
My web page has below form
<form action="http://example.com/..." >
<input >...
</form>
Changing the action's value from http to https fixed the warning.
Or change to a "relative" protocol.
<form action="//example.com/..." >
Also, in Chrome, hit F12 to open developer tools, go to Console, there is the details of the warning