No. Celebrities are, by definition, well known. To pull an example from the article, Ted Bundy certainly qualifies as a celebrity who would generally not be considered beloved.
There's a scale. Worldwide decades-long musical genius, pop earthquake and 3h long live concert deliverer is not the same as one hit wonder or a le Kardashian fame fame.
Not at all....? They are simply famous; this includes infamous.