I installed quickstart package of a Magento 2 Theme. Now I can't browse the Admin Panel.
You might have missed the .htaccess file in the root. Create the .htaccess file from the sample htaccess given by magento. Or you can also download this file from : github magento2 repository
if this doesn't work please comment. There could be ssl / file permission issue.