The DROP command in MySQL is used to permanently remove or delete databases, tables, and columns. It can drop an entire database using the DROP DATABASE statement followed by the database name. To drop a table, the DROP TABLE statement is used along with the table name. Individual columns can also be removed from a table using the ALTER TABLE statement with the DROP COLUMN clause and specifying the column name.