Not far off the coast of the county of Hampshire lays the Isle of Wight. Maybe your ancestor moved from the mainland to the seclusion of this little island. Check if they were buried there.
Please check the Hampshire Parish Registers too as the Isle of Wight was considered to be part of Hampshire at one point rather than a location in its own right.