The strong-arm robbery was reported at about 10:35 p.m. at the store at the intersection of Bay Place and Harrison Street, according to police.
The three suspects allegedly assaulted a store clerk during the robbery, police said.
Arriving officers arrested one of the suspects but the other two men fled on foot and remain outstanding, according to police.