IE11 on Win10: SVG icons do not show on first load

Environment: Windows 10 with IE 11
When opening the CMS no icons are shown
Console has the error:

HTML1500: Tag cannot be self-closing. Use an explicit closing tag.

Note: this only applies to the icons that are visible on first load, navigating to a different page in the CMS actually shows the icons.