Here's why:
* It describes a noun: You can say "That argument is illogical" or "His behavior is illogical." It modifies the nouns "argument" and "behavior".
* It doesn't act as a verb, adverb, pronoun, etc. It doesn't show action, modify a verb, or replace a noun.
Let me know if you have any other words you'd like to classify!