Coffee Prince - (not set in past but is older drama so... but verrrrryyyy good)
A Gentleman's Dignity - a bit of a more mature romantic comedy
Twenty-Five Twenty-One - currently airing and set in past but is the best drama I have ever seen. Personally don't care for dramas set in the past but this one hits different (hopefully the ending doesn't screw that up)