If you briefly slide the Power button on the Amazon Kindle, it will put the device in Sleep Mode. This has confused some users as they may want to power the device completely off.
To turn it off, you’ll have to slide and hold the Power button for about 7 seconds until the screen goes blank.
To turn it back on, just slide the Power switch again and enter your password if required.
Source: Amazon Kindle User Guide