The arrests were made under Section 13 of the Terrorism Act 2000, with eight people also arrested for similar offences in Truro, Cornwall.
The arrests precede a High Court hearing where Palestine Action's co-founder will seek to challenge the Home Secretary’s decision to ban the group.
Police warned protesters that expressing support for Palestine Action is an offence and highlighted the serious long-term implications of arrests under the Terrorism Act.