TLDR: I want a damn good and complete material on statistics.

Through my undergrad and master, statistics was always some clumsy topic. I always had the feeling that no one teaching it, really knew it in depth.

I am looking for some material that can explain how to approach uncertainty in different ways. I know all the tools come from a similar principles. I want a book to explain the principles not 17 variations depending on the statistical distribution.
Any recommendations?