They were heard chanting "get well soon, Mr. President" as they gathered on Bricktown Way to support his re-election.
Assemblywoman Nicole Malliotakis said there were more than 2,500 people there.
Police Benevolent Association President Pat Lynch was among those in attendance at the rally.
In August, the PBA endorsed the president's re-election campaign.
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