Finally I've worked out how to stop it. It turns out it's a feature of "Dell PremierColor". To disable this right click on the "Dell PremierColor" icon in the notification area and select "Disable Display Splitter".
Why oh why are you including this enabled by default? Crazy. Please ensure it is disabled by default ASAP at it is confusing and totally unnecessary.