You don’t need a third-party app, just the icon files to replace the defaults. If you’re theming your desktop, it won’t feel complete until the taskbar meshes with the rest of the look.
This will make the name of the target desktop icon go blank. The second step is to make the icon invisible or unseen. To do that, press Win+I to open the Settings app and go to the Personalization ...