Basically, the Desktop icon fonts are dynamic and change accordingly to the desktop background so that they are readable. Try this workaround and see if it helps. Open Settings > Personalization.

To get started, you can click on the Desktop icon on your Taskbar to display all the available desktops. Right-click on one of the desktops and select the Choose background option ...