The White House made the surprise announcement Wednesday in a read-out of calls involving Trump, Mexican President Enrique Peña Nieto and Canadian Prime Minister Justin Trudeau.
The White House said "the leaders agreed to proceed swiftly, according to their required internal procedures," to work on renegotiating the deal.
Trump said he believes "the end result will make all three countries stronger and better."