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When it comes to SSL, files served over http and https are treated individually. Even though they do appear to come from the same domain, they are treated as two different resources, which is why you’re seeing the mixed content warning.
Anything served over SSL (images, CSS, JS, etc) needs to be secured by SSL otherwise you’ll see that warning pop up. Ideally, I’d recommend serving everything over SSL to simplify configuration.