Incel pretty much already means that.

Cringe moment is that when I was like 16 or 17, I too, identified with being an incel - I mean, I WAS INvoluntarily CELibate. So I browsed their subreddit for a while.

I quickly realized that those were guys who were not just involuntarily celibate. They all hated women.