Hello Santosh,
You cannot delete logfiles after the detach otherwise you will not be able to attach the database.
You must restore you database from a good backup.
To remove a logfile, check note 363018:
C. Adding and removing database files
d) Removing log files
Regards,
Eduardo Rezende
SAP Support