Meatball Machine (2005)

Yoji is a young lonely factory worker who falls for an equally lonely girl co-worker, Sachiko, but is unable to tell her of his interest. However, later, a bio-mechanical monster, NecroBorg, starts take over human bodies and use their flesh to create weapons.