Will Dlib facial landmark predictor work with unreal faces like this one, if I manually set rectangle with the face? 
Dlib on painted face
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The Dlib predictors were trained on the HELEN dataset.
This means the Dlib predictors are very good at detecting anything that looks largely similar to those pictures. It has been trained on a wide variety of human faces using photographs, i.e. actual images of humans.
Whether or not it will detect paintings of humans depends on a numebr of factors such as:
I have had success using these predictors on stitched together faces, using camera images, however as with all computer vision questions it's likely a "Try and see" experiment.
You can always train your own predictors with a set of paintings: http://dlib.net/train_shape_predictor_ex.cpp.html