Green’s Dictionary of Slang

screw n.2

[a screw loose under screw n.1 ]

[1950s] a mad person.

In compounds

screwball

see separate entries.

screw factory (n.)

[1970s] a psychiatric hospital.

In phrases

loose screw (n.)

[1910s] an eccentric.