The 73-year-old star's remarks feature in a video produced by Anonymous Content, which has been making a series of short interviews for an initiative called #VoteYourFuture, reported Variety.
"I'd like to punch him (Trump) in the face," he said in the clip.
In the video, De Niro can also be heard calling Trump a "blatantly stupid" and "punk" artist.
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