Well, there are a lot of such words in English, Like 'Kong Fu', 'To fu' and the like. So how to pronounce them correctly with Pinyin (provided that you are interested in it)? I will list a bunch of them, hoping someday it will help you.
Kong Fu -- gōng fū (fu, if it's light tone, usally applied on the last character)