To start out, please post full system specs and preferably add them to your signature. Please be as specific as possible, include motherboard, CPU, memory, GPU, PSU, and all storage and add in cards. How long have you had this system assembled? How is it cooled? Any recent events (electrical storms, moving, anything else unusual)? Any new hardware installed?
What about the Q_LEDs?
You could also try the Safe Boot button on the bottom of the motherboard.
When you say you checked all cables, is this internal or the peripherals plugged into the back of the PC? Make sure your monitor is plugged in. Next step is to try to boot with everything removed except for CPU, motherboard, memory, and GPU. This should get into the BIOS even without storage installed. Try re-seating each of those components, and the respective power cables, one at a time. Also try re-seating all of the power cables in the PSU if a modular PSU is being used. If none of this works you'll really want to fully disassemble the PC and re-assemble again just the bare components on a desk outside of the case.