You don't want to delete if you're wanting to leave the row itself intact. You want to update the row, and change the column value.
The general form for this would be an UPDATE
statement:
UPDATE <table name>
SET
ColumnA = <NULL, or '', or whatever else is suitable for the new value for the column>
WHERE
ColumnA = <bad value> /* or any other search conditions */