There "excuse" refers (informally) to the written note, a piece of paper the student hands in to the teacher or to the office. Hence the verb "bring".
A student could say
I left my excuse on the kitchen table.
or
The dog ate my excuse.
or
I forgot to bring my excuse. I left it on the table.