Fraud seems very likely. Here's an article in the British Guardian which says
For three of the five years he was missing, canoeist John Darwin was living next door to his wife in Hartlepool, using a secret passageway to gain access to the house, it was reported yesterday.

He has become a figure of fun here in the UK.