Here's why:
* It describes a noun: We use "forgetful" to describe a person or thing that has a tendency to forget things (e.g., "He is a forgetful man." or "My memory is forgetful.")
* Adjectives modify nouns: They provide more information about the noun they are describing.
Let me know if you have any other grammar questions!