The plural form of samurai is samurai.
See also: One Ninja, Two Ninja, 27 Ninja.
Thanks Merriam-Webster and Vicky for bringing to light this important question.
I would also like to direct you to the Wikipedia entry for English words with uncommon properties, which I am considering making my internet start page.