Can States Arrest Federal Agents?

With federal agents descending on Portland – and promises of the same in more cities – there seems to be increasing calls for locals to interpose against the feds. And a Philadelphia DA even promised criminal charges against federal agents for kidnapping. Is this just talk? Can it even be done?