"PHP: Hypertext Preprocessor was chosen as the official meaning of the PHP acronym with 53% of the votes."

For anyone curious I tallied the votes from the linked page:

    57 PHP HTML Preprocessor
    29 PHP Hypermedia Preprocessor
    98 PHP Hypertext Preprocessor