ATmega 2560 with Arduino bootloader running issue
The issue was there was some noise on RX Pin of the chip and because of that when it is powered on in bootloader it was stuck at that place. And it was working good with FTDI because RX gets proper connection with my FTDI.

Solution:- Connect 10K pull-down on RX pin resolved this problem.