How do you say I love ninja in Japanese?

'I love ninja' would be忍者が大好きだ (ninja ga daisuki da) in Japanese.

忍者 (ninja) - pronounced basically same as English

が (ga) - "gah"

大好きだ (daisuki da) - "dye-skee-dah"

This is a very rough pronunciation outline.