Multiple DTMF circuits able to detect the pressed keys but fails to read caller's number!
Are you trying to decode caller-ID signals? If so, those  signals are FSK, not DTMF. 

If you are NOT trying to decode caller-ID signals, please explain better what you are trying to accomplish.