How did Dead Horse Point get its name?Dead Horse Point is a peninsula of rock atop sheer sandstone cliffs. The peninsula is connected to the mesa by a narrow strip of land called the neck. There are many stories about how this high promontory of land received its name.Dead Horse Point State Park.