Yes, some verbs has more than one past form, but in this case I think the first sentence is right. We are talking about "past form" in general not about a specific verb.
We use to say "past tense" not "past tenses" -
"the past form of verbs" or "the past tense of verbs"
Maybe in other senteces using that word it can go to plural.
Do you agree with me?