The demonstrators have surrounded and occupied government buildings in an attempt to disrupt government and force Pheu Thai to step down.
Mr Suthep and his supporters say they want to wipe out the "political machine of Thaksin" and install an unelected "people's council" to pick the country's leaders.
They say the government "bought votes" in the last election through irresponsible spending pledges.