The drop() method is used to remove duplicate columns from a DataFrame after an inner join. Here's why the other options are not suitable:

• drop_duplicates() and dropDuplicates() are used for removing duplicate rows, not columns.
• dropColumns() and dropDuplicateColumns() are not valid methods in Spark.

For more details, refer to the Spark documentation on the drop() method.