In a situation, where the spoofed IP is a real existing remote IP and it is found that the TCP 3-way handshake has been made with a server. 

The MiTM machine sends the packet with spoofed IP to the server. Does the real IP acknowledge the ACK sent back from the server to real IP and receive the response packet from the server followed by the acknowledgement?