The past is never simple… except in grammar.
The past simple form is used to show the past tense of actions that began and ended in the past. It doesn't matter when they began and ended; it just matters that they're not happening right now.
For regular verbs, the past simple form is made by adding –ed to the base verb. For other verbs… good luck.