this can happen, e.g. 
- head trauma, such as car accidents, when the olfactory nerves get ruptured. interestingly, these are the only nerves that can 'reattach' 
or 
- common cold. this is usually also not permanent
 

 Damn! I guess maybe your other senses are heightened to make up for it? Hopefully!