My son LOVED the Bone series. He has also been a fan of Baby Mouse and Tiny Titans. Right now he's on a Tintin binge.
He is also a big fan of the Amulet books by Kibuishi. I'm not sure if this is the series you are referencing above, but it does have: family curses, mad-scientists, an underground kingdom, evil elves,…