Other lawmakers, including U.S. Senator Rand Paul, took to twitter to defend the move.
Vice President Mike Pence said at the announcement Trump is "choosing to put American jobs and American consumers first" by withdrawing from the accord.
Trump argued that the accord is "very unfair" to the country and said that he'll "begin negotiations to re-enter".
"We want fair treatment", Trump said.
But with this decision, the US President has seemingly ignored the appeal of major countries and personalities, including the Pope, who wished the United States to be part of the Accord.
Speaking to Newstalk ZB, she said she fundamentally disagreed with Trump's main reason for exiting the accord.
"I think, actually the USA needs to be reducing its reliance on fossil fuels and there's jobs in that, there's in clean energy".
Musk said on Wednesday that he had done "all I can" to convince Trump to stay in the accord, and threatened to leave the presidential advisory councils if Trump announced a us exit from the accord.
Staying in the agreement would cost US workers and families "so much", Trump said. I understand China is already developing an agreement with the European Union to push harder on emissions reductions. We're having a big opening in two weeks. "I'm going to try".
"The Paris agreement is just a starting point, as bad as it is", Trump said.
Staying true to his word, innovative powerhouse Elon Musk announced he would leave the president's council in response to the announcement.
The Tesla and SpaceX founder tweeted: "Am departing presidential councils".
Bush, like Trump, was also a climate change skeptic.
It was steady, principled American leadership on the world stage that made that achievement possible.
In recent days, others have reaffirmed previous joint statements of the corporate world's opposition to withdrawal. "This put the United States of America to a very very big economic disadvantage", he said, adding that as a result of the deal, the USA would not be able to compete with other countries in the world.
In the end, anti-Paris voices, led by chief strategist Steve Bannon and EPA administrator Scott Pruitt, won out, and Trump's remarks Thursday reflected the nationalist viewpoints espoused by Bannon and his cohorts.
Many foreign leaders, business executives and even his own daughter lobbied heavily for him to remain a part of the deal.
Bush's decision to withdraw the US from the Kyoto Protocol received blowback from environmental groups as well as vocal criticism from then-German Chancellor Gerhard Schroeder.
At the NRDC headquarters in San Francisco on May 31, Sen.
Former US president Barack Obama criticised the move, but voiced confidence that US states and businesses would work harder to protect the planet.
The White House is planning to a hold a meeting with technology leaders on June 19, an administration spokesman said Wednesday.
How exactly Trump's decision will translate in real terms largely remains to be seen, though there are several specific ways the United States originally was meant to support the climate deal.
The president's decision makes USA one of three countries that have not signed on - the other two are Syria and Nicaragua. French President Emmanuel Macron informed Trump that the Paris accord could not be negotiated, the Élysée Palace said. "Russian Federation attaches great significance to it", Kremlin spokesman Dmitry Peskov said during a call with reporters, the Independent reported.
"At the same time, it goes without saying that the effectiveness of this convention is likely to be reduced without its key participants", he said. "This is bigger than one person, one president", Kerry said.