Then the power supply does work. Try leaving only CPU and CPU fan installed, both 24 and 4/8 pin power cables connected. No other wires/components - it's important.
Start the board by shortly touching with a screwdriver the 2 pins on the motherboard corresponding to the case power button (check the board's manual for their correct location).
See if the CPU fan does spin.