I checked all the connections and even reseated everything, CPU, RAM, GPU. Previous motherboard probably had the same issue, but I don't really know, since it didn't display Postcode/QCode (it was a MSI X370 KRAIT GAMING). I suspected the GPU or the PCIE-slot, so I replaced both...