According to the Selenium IE guide (https://code.google.com/p/selenium/wiki/InternetExplorerDriver) IE 11 has a known problem where security zones can cause issues even when they are all set correctly.
The best option is to downgrade from IE 11 to IE 10 (How to downgrade from Internet Explorer 11 to Internet Explorer 10?)
This solved this issue.