Must have for new DMs
The Player's Handbook teaches you how to play a game of Dungeons & Dragons, the Dungeon Master's Guide teaches you how to run a game of Dungeons & Dragons.
Every Dungeon Master, from first timers to veterans, can learn a lot from this book about making the game the most enjoyable experience for all involved.