In "Supershow 4", Leeteuk once said that he treat all ELF as their endless love, this song is declared to ELFs.
"I'm crazy for you" means Super Junior is crazy for ELF, that's why they are know as idol group who take care of their fans the most as Leeteuk wrote "From U" for ELFs.