The three officials tested positive on Sunday, they said.
They were on picket duty and the contact tracing is going on, police said.
They have been admitted to Ram Manohar Lohia Hospital while their families have been asked to quarantine themselves, a senior police officer said.
The total number of Delhi police personnel who have tested positive for the virus stands at 16. NIT TDSTDS