My issue was due to an incorrect intermediate certificate.
Since it seems many different problems serve up similar symptoms, you can quickly rule out or diagnose the server ssl certificate issue by entering the server name at https://www.sslshopper.com. It will flag problems with your server cert. If it returns a properly set up certificate you can rule out that problem and move on to the next...