Surely you're joking Mr. Feynman! I first read it as a college student and have read it many times since. Feynman was a fascinating character. Reading about him taught me to appreciate the value of curiosity.
What Do You Care What Other People Think? is another book by Feynman written in the same style. I think Surely you're joking Mr. Feynman! is better but love both of them.