London's water is very hard (i.e., most of it has passed through limestone and chalk, resulting in a high mineral content). In contrast the South West of England has soft water. As a result of having a different mineral content, the water has a different taste.
A filter may help change the taste to something more palatable, but it may not make much of a different. Alternatively, I would suggest trying squash.