How do I increase my gold past 1.2 million to go to my next castle level ?

You will keep producing gold. Make sure you have sufficient charcoal and population to keep your production rate as high as possible and upgrade the mints.

Gold is also a reward from many event chests. Do the hourly events, clash of provinces events and more to build up your gold reserves to then use when needed.