Here are some of my favourite game design books I have read 🙂
The Gamer's Brain: How Neuroscience and UX Can Impact Video Game Design
The Art of Game Design: A Book of Lenses, Third Edition
Uncertainty in Games (Playful Thinking Series)
Game Feel: A Game Designer's Guide to Virtual Sensation (Morgan Kaufmann Game Design Books)