The Marlin has no power on off button. It autosleeps after 1 minute of inactivity, which is equivalent to turning it off.
After 1 minute, the blue light should stop blinking when it goes into sleep mode. The Marlin will announce it is going into sleep mode by saying "Sleep". To wake it up again, press the Start/Stop button and the Marlin say "Wake Up".