Let me show you through screenshots.
Forgetting a Wi-Fi Network
Now I have changed password for my network and I can't connect to it again but there is no option for forgetting the Wi-Fi network. I can only connect to my WiFi if I change my router's network name or forget the previous settings for this network.
So I followed these steps :-