The Royal Parks, which manages the site, says the animal was so disturbed, that it eventually moved away.
The charity is pleading with visitors, as it has done for many months, to keep a 50-metre distance from deer.
Stags can weigh upwards of 25 stone and travel up to 30mph, so getting hit by one is the equivalent of being hit by a motorbike.