If I were to name one, it would be "The Black Swan", by Nassim Nicholas Taleb.

You hear all the time about how unlikely it is for someone to succeed as a startup. Or how the Democrats have a 65% chance of winning. Or even how statistically speaking, it's safer to fly than to drive.

After going through that book, my perception on randomness was changed forever.