This is another way to achieve your goal (in case anyone else needs it) which works in the current BigQuery 2020.
SELECT colname FROM table1
UNION DISTINCT
SELECT colname FROM table2
UNION DISTINCT
.
.
.
SELECT colname FROM tableN
My reference was this article.