The British boxer has admitted taking cocaine to deal with depression and was set to be stripped of his titles after cancelling two planned rematches this year against Ukrainian former champion Wladimir Klitschko.
"I feel that it is only fair and right and for the good of boxing to keep the titles active and allow the other contenders to fight for the vacant belts that I proudly won and held as the undefeated heavyweight champion of the world when I defeated the long-standing champion Wladimir Klitschko," Fury said in the statement released late yesterday.
Mick Hennessy, Fury's promoter, said the decision was "heartbreaking".
Peter Fury, Tyson's uncle and trainer, said: "Tyson will be back stronger from this and I will make sure, no matter what we have to deal with, Tyson not only comes back but will reclaim what's rightfully his.
"I'm very proud of my nephew's achievements."
Fury had already withdrawn from a rematch with Klitschko on October 29 because of mental health issues. He also cancelled their first planned rematch in July citing an ankle injury.
The British Boxing Board of Control (BBBC) met on Wednesday to discuss whether to remove Fury's boxing licence following the admission of drug taking.
They had been due to release their decision on Thursday.
Controversial Fury, 28, announced earlier this month he was retiring only to make a U-turn just hours later following media reports he had failed a drug test for cocaine.
"Listen, I've done a lot of things in my life. I've done
lots of cocaine. Lots of it," Fury told Rolling Stone magazine in a series of startling admissions.
"I just don't want to live any more, if you know what I'm saying. I've had total enough of it. So cocaine is a little minor thing compared to not wanting to live any more."
He added: "I don't know if I'm going to see the year out, to be honest... They say I've got a version of bipolar. I'm a manic depressive. I just hope someone kills me before I kill myself."
Fury has courted controversy since sensationally defeating Klitschko last year to become world champion, making a series of comments about homosexuality and Jews and extolling the virtues of his extreme religious views.
Fury, the self-styled "Gypsy King", also won the IBF belt in beating the more fancied Klitschko, but had to forfeit it after failing to fulfil a mandatory bout against Vyacheslav Glazkov.
