I think having more saturated colors to help your objects stand out is a great idea! I can see them very clearly and your overall design is appealing as well.
Personally I would try the terrain palette with the UI first and see if I liked it. Sometimes high saturation can be hard on the eyes, I think.
I like what you have so far and I think you're on the right track! Wishing you good luck with your game! :)