Police released surveillance video showing the two men as they entered the apartment just before 3 p.m.
At least of of the suspects was armed.
They tied up the residents with twine and took cell phones and wallets, as well as property from a bedroom safe.
Anyone with information in regards to this incident is asked to call the NYPD's Crime Stoppers Hotline at 800-577-TIPS.
