A reverse bias diode will go open circuit,Although there will be some leakage ,it depends on the diode and what you are using it to do whether the leakage is important.
I have included a link to the diode section of the AAC ebook where you can get more comprehensive explanation of the behaviour of a diode than can be presented here.