Officials with the specialty grocery chain said they were acting "out of an abundance of caution," stressing that there are no confirmed reports of contamination.
Trader Joe's is offering refunds.
Salmonella can cause diarrhea, fever and abdominal cramps 12 to 72 hours after infection. The illness usually lasts four to seven days, and most people recover without treatment.