How to Disable DP Audio?

It's so damn annoying that the audio output is switched to DisplayPort every time I turn my monitor on, despite it not having any speakers. Audio stops working until I switch back to "internal speakers".

How can I disable DisplayPort Audio? AppleHDAEngineOutputDP, inside AppleHDA, is the bad guy that needs to be disabled somehow.