I had similar problem. Everything was good when using HDMI. But using DP screen was just blank, both in BIOS and in Windows.
It turned out my monitor's power cable was "little" disconnected - worked fine for HDMI but not enough power for DP. Everything worked fine after unplugging and plugging...