By the time the police arrives the drones are gone and nothing can shoot down a drone at 10,000 feet short of a man portable surface to air missile.
Even at the maximum altitude allowed for these drones which is 400 feet you wouldn’t be able to hit it reliably with anything that isn’t terminally guided and man protable with maybe the exception of a high powered scoped rifle and a very good marksman.
But again the problem is that these drones don’t stick around for hours they are gone in minutes, by the time anyone can get in range they would be long gone.
Edit: looks like they are deploying or have deployed (since this if from the Daily Fail) a military grade drone detection system with some soft and hard kill capabilities that the British armed forces purchased for troop defense in Syria and Iraq:
https://www.dailymail.co.uk/sciencetech/article-6519211/The-...
https://www.youtube.com/watch?v=iG7hUE2BZZo&feature=youtu.be...
I too think it's very weird that the UK government apparently doesn't have /any/ specialized antidrone munitions around and refused to attempt to fire anything at these drones.