In an emotional video introduction, Agassi said his hatred of the game stemmed from the way his father Emmanuel, known as Mike, forced him to practise.
Agassi, who hails from Las Vegas, said the object of his hatred was a machine which spat tennis balls at him at a speed of more than 160km/h, which he called The Dragon.
He only wanted to do well in the game to please his Iranian-born father, he said.
In a question-and-answer session at the sold-out event, he added: "I wasn't born to play tennis, I was made to play tennis, so this conflict - became the central core of my life. That started my resentment for the game."
"I was sent away at 13 years old to an academy which was all about tennis. There was no adult supervision, it was like Lord of the Flies with forehands."
"I never accepted that ... I worked really hard to succeed only to be hit with the realisation that succeeding doesn't fulfil you," he said.
On Wednesday night he spoke at a function in Christchurch. Book signings at Paper Plus stores there and in Auckland's Newmarket attracted crowds of 1100 people.
In his book, Agassi, who is married to former women's No 1 player Steffi Graf, spoke about the dullness of his great rival Pete Sampras.
There was little dull about the confessions last night from the first man to win all four grand slams on all three surfaces - grass, hardcourt and clay.