Deleting files in tar file

To Delete file from tar file
tar --delete --file=<tarfile> <file name>

To Delete file using wildcards from tar file
tar --wildcards --delete --file=<tarfile> <file name>

To Delete specific file from tar file
tar --delete --file=<tarfile> <path/to/that/file/in/tarfile/filename>