I looked into cmake a couple of times, but it seemed to bring so much complexity of its own.
I think it can make things easier (or at least quicker) when you want to pull in a ton of dependencies, which it can download & build for you.
My projects only have very few dependencies, so I just put in the time to write a versatile Makefile that works with all my projects.
How are you building your projects at the moment?