You seem to be implying that the PI has additional powers. It's quite the opposite. Any search that a PI can legally do can also be done by legally by the police. Police have access to government sources of data that PIs do not, can collaborate with other departments, and can detain people (under the right circumstances).

The chief might get in trouble, but usually that has to do with policies against using external resources or for budget constraints.