I guess you don't know how to read. This took place inside Gaza. Since when is Gaza a part of Israel? So if Lieberman visits a part of Palestinian territories, would it be alright to take him out? He is a known terrorist, after all.
from the article: Israel claims assassination of top Islamist militant in Gaza