You should not need to apply for planning permission for internal alterations including building or removing an internal wall.
If you live in a listed building, however, you will need listed building consent for any significant works whether internal or external.
Disclaimer - Wales
This is an introductory guide and is not a definitive source of legal information. This guidance relates to the planning regime for Wales. Policy in England may differ. If in doubt contact your Local Planning Authority.