Easy enough to defend against one cheap quadcopter. How do you stop 100? Set off an EMP weapon?
A fishing net
Machine gun
A big fan
Camoflauge that fucks with their guidance
Fake GPS signals
bombing the facility arming them
a flock of birds
a foam gun
a flame thrower
...
Whatever happens to be handy.