They were seized during a raid by federal agents on a warehouse in northern Miami. No weapons were found.
The suspects include five US citizens and two foreigners, including a Haitian. They are said to be Muslim.
Reports say the group, which had no apparent links to international terror, had been infiltrated by a US agent posing as a member of al-Qaeda.
They were reportedly trying to buy weapons.