You mean "The Shadow Over Innsmouth"?

Yes, it's part of one of his compilation books that I own. Waking Up Screaming

I like it, although not as much as some of his other stories. My favorite Lovecraft tales would probably be 'The Case of Charles Dexter Ward' and 'At the Mountains of Madness'.