The protest reportedly started at 1.30pm on August 22 and involved the protesters marching to Parliament Square as well as Buckingham Palace.
Similar protests have been held in Liverpool and Manchester.
Protesters were encouraged to wear white t-shirts to the march.
'Freedom For The Children Global Walk London' took to Facebook to explain more regarding the protest.