Do I need planning permission to brick up an exterior rear door to the garden?

Unless your property is in a conservation area you not need to apply for any planning approvals to carry out your proposed bricking up of the exterior rear door. Building Control approval will be required. They need to know that the wall complies with thermal efficiency requirements (u-value) and/or the materials/thickness and type of insulation used.