How to configure default gradle wrapper version to be used by Intellij, when creating new gradle project? (Currently it is using 6.1.1 and downloading it, although I have the latest version 6.3 on my machine)

It is not configurable and depends on IDEA version. You're welcome to create a feature request at https://youtrack.jetbrains.com/issues/IDEA