Open a book. Tap the area currently assigned to open the options screen. Select "control options" then select the setting gear icon next to "tap control" or however it's worded. Should be between the left / right tap options. That will open the screen to choose a new layout. Took me ages to find it.
Edit - it's "toggle tap mode", not "tap control".