If they were just bounty hunters, with no ID or uniforms, and somebody stopped them, I doubt any judge would allow a case to go forward. There is no law that says citizens have to cooperate with violent, unidentified strangers.
They aren't ICE. There's not enough ICE agents for the job. At BEST, they are bounty hunters deputized by ICE and given $1k for each brown person they bring in.