The man was spotted with the assault rifle in the Bronx on Thursday afternoon
Surveillance video showed him walking down Webster Avenue at about 3.30pm with the rifle in his left hand
The rifle had a high capacity magazine, according to police
The NYPD said the man sparked 'fear and alarm' among those who witnessed him walking alone the sidewalk