Based on this excellent stackoverflow answer.

$bid = ??? // Get the block id through config, SQL or some other means
$block = \Drupal\block_content\Entity\BlockContent::load($bid);
$render = \Drupal::entityTypeManager()->
  getViewBuilder('block_content')->view($block);
return $render;

.