Set the network information like the below format:
nmcli connection modify <connection_name> ipv4.method manual ipv4.addresses <static_ip_address>/<subnet_mask> ipv4.gateway <gateway_ip_address> ipv4.dns <dns_server_ip>
Bring the connection up to enable the changes.
nmcli connection up <connection_name>
Check that the network information has been saved.
nmcli device show <connection_name>