They would show up in iTunes under my Movies and TV Shows area.

No option appeared to delete these videos.

I had to find the option to allow me to remove them.

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iTunes Manually manage music and videos option

iTunes Delete Video

ios show itunes purchases option

iTunes Manually manage music and videos option

iTunes Delete Video

ios show itunes purchases option