Could weather icons be loaded over HTTPS if the API is accessed through HTTPS?

I have an app that is served through HTTPS, in which I call the wunderground API through HTTPS, and display a weather icon received in the resonse. Chrome complains about security, as the icon's URL is pure HTTP.
I can rewrite the URL to be HTTPS, but the host doesn't have a correct certificate.