Must doesn't have a past form. Instead we use 'HAD TO + VERB':
I HAD TO GO to the bank.
I HAD TO GET up early.
We cannot say: I musted went to the bank / I must went to the bank, or, I musted got up early / I must got up early.
Because HAD TO is indicating the past, the main verb is in the present tense. It also means that we had an obligation to do something. We had no choice but to do it.
MUST is used with present perfect (MUST + HAVE + PAST PARTICIPLE).
I MUST HAVE LEFT my keys in the car. (I cant find them anywhere else)
HE MUST HAVE GOT (AmE. gotten) in through the window. (All the doors were locked)
This means that there was a very high chance that something happened.
I hope this helps.
All the best,
Lee.