If you amend your 2020 taxes and correct the mistake, you would be able to get all three checks. The first two were advanced credits for 2020 filings. They just sent them out in advance and used either 2018 or 2019 taxes to get them out to people as soon as possible.
Check out these links from the IRS.
Recovery Rebate Credit Info
Worksheet Instructions for Line 30
