in love vs taken with

in love and taken with both are adjectives.

Word	Noun	Adjective	Verb	Adverb
in love	No	Yes	No	No
taken with	No	Yes	No	No

As adjectives, in love and taken with are synonyms defined as:

Other synonyms of in love include enamored, infatuated, potty, smitten, soft on.

in love (adjective)	taken with (adjective)
marked by foolish or unreasoning fondness	marked by foolish or unreasoning fondness