I'm pretty sure the application fee is non-refundable (meaning that the federales will gleefully cash your check while snickering behind their hands and telling you "no.")
However, I am given to understand that if you are capable of passing a NICS check and filling out the forms in anything other than pink crayon, then you're in like Flynn.