Fans spinning but no boot

I had my PC working fine till one day, I started the power ; All the motherboard fans were spinning but nothing shows up on the monitor, when I disconnected the monitor, it says no signal, I checked the wiring, It's fine & everything in place, my PC gives no beeps only there's sound of fans spinning & the LED light of my CPU cabinet on!, please help!
 
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