Is it possible to change difficulty mid-game?
There are multiple mods which can do this. I haven't personally used any so I can only recommend browsing the Steam Workshop and/or Google.
It is also possible to do this by saving the map in the World Builder then opening it as a scenario on the new difficulty. This does, however, cause some problems such as the AI forgetting parts of your diplomatic history.