Hello Abhishek,
May be you can have a different pricing procedure for credit memo in which you can avoid calculation of excise duties in order to achieve your business requirement.
Please have a look in this thread http://scn.sap.com/thread/1759166
Please lemme know in case of any further queries.
Regards,
Bhavin Joshi