Upto that point the Killing Curse had been 100% reliable for a great many killings over about 40 years.

You can't call him stupid for using it on the one time a super rare old magic protection just happens to bounce it back.

Voldemort: chucks Harry out the window

Harry: *bounces back up*

Voldemort: hey you little turd guess what new idea