Hey @Viky, there is no way to recover the deleted pem file. The only solution is to create another one. And this can not be done using the console. You will have to use the CLI.
aws ec2 create-key-pair --key-name MyKeyPair --query 'KeyMaterial' --output text > MyKeyPair.pem