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.
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.