Thank you BurrMan.
I've managed to repeat your steps and learn something new. I didn't know that you can cut solids using curves, even in 3D view. Very useful.

Oh, I forgot.
What if I need to readjust the fillet after it has been created? Is it possible to remove it and recreate it without having to create the object from scratch?