Just like an incomplete novel or film, unbuilt buildings are also quite fascinating. The reason is that the possibilities are endless. It'll always be those "what might have been" kind of scenarios.
Inhabitat made this interesting infographic about unbuilt buildings.
My top favorites are Pyramid of Death, Tatlin's Tower, and Huntington Hartford Athletic Club.