The meeting, originally scheduled for today, has been postponed because of scheduling conflict, The Hill reported quoting an unnamed White House official.
No new date has been scheduled yet.
"Participants were expected to focus on potential legal implications of staying in the pact. People familiar with the discussions said it could have been the last chance for the administration's warring factions to flesh out arguments," the report said.
"I will be making a big decision on the Paris accord over the next two weeks and we will see what happens," Trump said on April 29, adding that the Paris Agreement on Climate Change is one sided.
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"Like the one-sided Paris climate accord where the United States pays... Billions of dollars while China, Russia, and India have contributed (to pollution) and will contribute nothing," he had alleged.
"That means factories and plants closing all over our country," he said and alleged that the Washington's "dishonest media" would not report because it is part of the problem.
"Their priorities are not my priorities, and they are not your priorities, believe me, Trump said.
A few days later, a dozen odd American governors urged Trump to keep the country in the Paris Agreement.
"Collective action to limit emissions world-wide is critical; without collaboration, climate change will cost the world's nations several trillion dollars in damages.
"If the US does not maintain global climate leadership through national policies to reduce greenhouse gas emissions and transition to clean energy, China and India will.
"This would be a huge lost opportunity, putting us at a competitive disadvantage and potentially locking us into technologies and economic pathways that are increasingly obsolete while China and India reap the benefits of low-carbon leadership," the governors had added.
The agreement was adopted by consensus on December 12, 2015.
India, the world's fourth-largest carbon emitter with its population of 1.3 billion people, ratified the Paris agreement on climate change to become the 62nd nation to join the deal last year.