He made the announcement in a video messageoutlining what he intends to do first when he takes office in January.
The TPP trade deal was signed by 12 countries which together cover 40% of the world's economy.
Mr Trump also pledged to reduce "job-killing restrictions" on coal production and stop visa abuses.
