Press on the Format Button and confirm.

Depending on if you chose to do a quick format or to overwrite all files, this might take a while but usually doing a quick format is quite fast, taking just under 10 seconds.

If you press the Cancel button while doing an overwrite format it will just stop overwriting the files and still perform a quick format.