If it's a spot that you ride by all the time, then my first choice would be go and approach the owner. Is there a leash law in your area? If there is, then the owner is in violation of this.

If that doesn't work, then I'd go for pepper spray. I usually only go to that as a total last resort, but it would probably make them stop chasing you for good.