Thanks for the suggestions, so far! Many are on my PTW already. Good to know they are shot well too. :D
Taiyou no uta movie, ozosaki himawari, be with you drama.
The Silenced (Korean Movie). 
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Secret Message had quite beautiful and artistic cinematography.
I think Chinese dramas have some of the most beautiful and captivating worlds:
Demon Girl, Decoded, Evil Minds, Love Me If You Dare, Wu Xin: The Monster Killer, etc.

For a strange, yet captivating cinematography you may also want to check out Casshern.

  • Goblin
  • Mr. Sunshine
  • Chicago Typewriter
  • Black knight
  • Descendants of the sun
  • My Mister
  • Scarlet Heart

If you like jdrama with those genre then maybe you will like 

The count of monte cristo

I love you, but I have a secret

Saki

To Be A Better Man always tops the list for me.