Sunday's rally comes in response the Syrian government's latest attack upon its people in which chemical weapons were allegedly used.
The group Doctors Without Borders says 3,600 patients with neuro-toxic symptoms were treated on Wednesday, the day of the alleged attack, 355 of them died.
The Syrian government denies they used chemical weapons.