Yes, it should start in neutral.

If you're lucky, it's only an OVP [over protection relay] behind battery.

But you should use Arthur Dalton's code tester before you start throwing parts at it.

How many miles?

Was engine wiring harness or throttle body [actuator] ever replaced?

Any other mechanical or electrical problems?