GNOME stands for "GNU Network Object Model Environment". GNU stands for "GNU's Not Unix", and has always been officially pronounced "guh-NEW" to minimize confusion. Since GNU is GNOME's first name, GNOME is officially pronounced "guh-NOME".
However, many people pronounce GNOME as just "NOME" (like those short people from legend), nobody will hurt you if you find this pronunciation easier.