You can always use the simple past. Not all past forms end in -ed, though. The irregular (strong) verbs do not follow this pattern. You can used the past progressive with most (but not all) verbs. The stative verbs are not used in the progressive tenses.
I had a car. (OK) I was having a car. (Incorrect)
Here is a good reference on using the simple tenses and the progress