One word is immotile:
[Merriam-Webster]
: lacking motility
a free-form sculpture that manages to suggest movement while remaining an immotile object
(In contrast, motile means "exhibiting or capable of movement.")
However, I can think of no word that only means incapable of initiating movement—as well as never having been capable of movement in the past.
A battery-operated toy, for instance, can move. Once its battery dies, it is now motionlessmotionless, immotileimmotile, and inanimateinanimate. But if the battery is replaced, movement is possible again . . .