"No. O'Reilly!"

While "whip" is not of English origin and was never supposed to be pronounced as "hwip" as there never was an h in the word, all of the others originated as having the h at the beginning as in "hwaet" (what).

Fun fact: "who" was originally pronounced similarly to "kwo".

Etymology.com