Getting term description in single post template

I think, you are looking for this

//to get all the terms for current post -
$terms = get_the_terms( $post->ID, 'tapahtumat' );

//get description of each term
foreach ( $terms as $term ) {
  echo term_description( $term->term_id, 'tapahtumat' );
}