I am running DB2/LINUXX8664 10.5.3 and describe select * from schema_name.table_name works for me.
However, describe table schema_name.table_name fails with this error:
SQL0100W No row was found for FETCH, UPDATE or DELETE; or the result of a
query is an empty table. SQLSTATE=02000