Organisers Stop Trump Coalition - a group of more than 50 unions and charities - started their march towards Whitehall at 15:00.
More than 1,600 police officers have been deployed including 500 from other forces, the Metropolitan Police said.
Trump has come to the UK for a historic second state visit, which will involve a crowded mix of royal pageantry, trade talks and international politics.