Adam, it is ‘avoir besoin de l’aide’, because the noun “ l’aide “ is modified and made specific, not general (not necessary that the dictionary also be a specific one, although it is in this sentence).

See link for other examples :

https://www.lawlessfrench.com/grammar/de-vs-du-de-la-des-verbs/