Instead of changing the scene, you can swap the game node and keep the audio node.
For example the scene tree would look like this:
-- Audio Nodes
-- Game Node
Then when you want to switch scenes, you
remove the Game Node, and you
instance the other level and
That will do the same thing as switching a scene but will let you keep the nodes you want. e.g. Audio, GUI, etc..