For the fastest charging performance, make sure your Mouse is turned on. [1] X Research source

When you purchased the Magic Mouse, you should have also received a lightning cable to charge it. If you don’t have that cable, any lightning cable will work.

If you want to charge your mouse using your computer, plug the USB end of the cable into one of your computer’s USB ports. You cannot, however, use the mouse when it is charging.