Related feature request here: Device/app specific font sizes
A workaround is to zoom in or out depending on if you want the text bigger or smaller, since zoom level won’t get synced over to other platforms.
In your case it would mean set font size to the smallest and zoom in a bit on desktop. I hope that helps!