This is where if police departments wanted to gain credibility, they'd be arresting the ICE agents for assault with a deadly weapon.
Qualified immunity has a "reasonableness" portion to it. It's a pretty strong argument that ICE isn't being reasonable if a cop arrests them for assaulting a cop.