Yes, he did everything he could to prevent it - being mocked mercilessly by the rightwing for suggesting Putin might do what he eventually did.

Biden did not do enough to kick Russia out, though. He should have given Ukraine everything they wanted, including a no-fly zone (and ideally Warthog support when Russia was stuck in the mud).