In Dfu mode many ipad components and functions are idle, but when the restore starts they are activated as a higher level of system calls is involved to proceed. There’s probably a hardware issue that needs to be taken care of before the restore can take place, not much you can do besides trying an alternative charging cable just to be on the safe side and if the issue is still there you’ll need someone specialized in microsoldering and board level repairs.