It's best to learn het and de with the words they belong to. I took French in school and I wish I paid more attention to whether words use the correct "the" form
No they are not. You just learn which words are het and which are de. It sucks because for example 1 book will be het boek but more than 1 will be de boeken. No rule just need to know when to use each :(