The alleged incident had taken place on Saturday, the opening day, when Governor E S L Narasimhan delivered the customary address.
Speaker S Madhusudanachari announced the suspension after legislative affairs minister T Harish Rao moved the proposal.
But the suspended members refused to leave the house when the Speaker asked them to, and were evicted by the marshals.
Leader of Opposition K Jana Reddy (Congress) and BJP's floor leader K Laxman requested the Speaker to review the decision, saying it would be too harsh a measure.
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Chief Minister K Chandrasekhar Rao said the suspended members were not allowing the house to function, and his government was determined to ensure that the house ran as per the schedule.
On Saturday, opposition members alleged that the ruling TRS government was encouraging defections. Holding placards, they shouted slogans and flung papers at the podium.