Is it true that executing the death penalty would cause a conflict with the EU?

Korea isn't exactly a developing nation.
I heard that executing the death penalty would lead to a trade dispute with the EU, but does that even make sense?
Does a country of Korea's stature really have to walk on eggshells around other nations when it comes to the death penalty?
Japan does it just fine.