It should be 'the police are not coming'

Should be either 'are' not coming or the policeman/policewoman (singular) is not coming

The police is not coming is correct too. "The police" is the collective name as the institution, and it is used in that case with a singular verb

Agreed

Agree

"The police did not arrive" is this also possible?