Just as with all countable nouns, use the singular when you mean one. Use the plural when you mean more than one.

Thanks a lot, Glenn.

You do the crime, you do the time. The prisoner was charged with crimes against humanity. He committed a crime. He committed numerous crimes. The soldiers were accused of committing war crimes. Crime is a countable noun so crimes can be used when there is more than one.