Atmega32u4 Invalid Device Signature

Using Arduino Avrdude, stk500, Bootloader issues
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I was able to flash Bootloader onto a Atmega328P and simply plugged the same cable to this Atmega32u4 board.

Look at the ISP header on the Rapid Feeder. Your leads are not wired in a standard fashion for a 10 lead cable.