It was leaving is clueless every time. First we tested same by using strace. Which resumed MySQL process. Later we upgrdaed our Kernel version and MySQL service start working perfectly fine.
Detailed discussion about this bug is available at
1. THP is not good for database.
2. Linux expertise always for troubleshooting.
3. Start thinking outside of database for troubleshooting(MySQL always doesn't hit Bug :) )