1926, from fantasy + -ize. Related: Fantasized; fantasizing. An earlier verb was fantasticate (c. 1600).
fanny
fantabulous
fantail
fantasia
fantasise
fantasize
fantastic
fantastical
fantasy
fantods
fantom