scelerophobia
The fear of crime, burglars or thieves.
uncountable
She added that if someone is experiencing a high degree of distress because of scelerophobia and their social and occupational functioning is being affected, she recommends seeing a medical provider or mental health professional.
Where it comes from
From the stem of Latin scelus + -o- + -phobia.
Adapted from the Wiktionary entry scelerophobia (CC BY-SA 4.0).