When your mouse is powered off, press both the right and left buttons at the same time, switch the button on the rear case to the Bluetooth icon, then wait for 3 seconds until the indicator on the back of the mouse flashes blue, which indicates that the mouse has been restored to its factory settings.
Turn it off. Then on again. Pair it with your Mac. (btw. which Mac model?)