Non-fiction: The Age of Wonder, Richard Holmes.

Fiction: The Gods Themselves Asimov.

These are the book I always recommend to friends and colleagues. There are runners up based on taste, such as Zero to One,The Making of the Atomic Bomb, and Anathema.