The figure hanging above the door frame is not a source of danger, but just an optical illusion.

If Ledger hadn't experienced countless crises in the past few years, he would probably have focused all his energy on this figure and then killed him.

Now he understands very well that this ghostly figure is more like a bait for fishing, waiting to see who takes the bait.