The two bolts for the handle require a 4mm allen key.
But to release the base, undo the two small crosshead screws in the base, and pull the base off downwards (it clips quite firmly onto the switch housing). The switch housing then unclips by pulling the bottom of it away from the kettle, before lifting it free of a clip at the top.
Phil Bishop, February 2010