How do I remove a spam "like" from Facebook?

This is a follow-up question. I had asked how to remove a “like” from Facebook. People said to click on the page and at the lower left-hand corner there there would be an “unlike” that I could click on.

Well, I did not give enough details, I guess. The page that appeared in my Likes was not something I had ever clicked on. I have two like this.

When I click on the page, I get sent to a page that says that Facebook users have reported adverse reactions to that page.

But I find it offensive, what it says.

Is there any way to get it off my profile?