I have an intel i5-6400, a gigabyte h170m-ds3h mobo, 2x8gb kingston ram, an rx 480, an ssd, a hybrid hard drive, and 500w psu. I took the GPU out, and nothing changed as a result. The power button light turns on, but nothing else.
I compiled all of my parts on PC Part Picker if you'd like to...