No it's different.
Criminals are those who do a crime and it is doer of the action whereas a crime is an action which means doing something wrong , unfair or illegal.
If you use criminals word here you'll be taking about doer of a crime . But if you use the word crime it will tell us about an action that is done in full moon night.
Hope it helps:)