Hey @JarlBSoD, thank you for your quick reply.
So, I checked the fans are spinning, after a couple of seconds we can hear the pump which is working. Thermal paste have been changed for a new one. I also tried to replace the AIO by the old one. (Same situation)
Which finally made me think like...