Symfony 4 Flex Database connection using `urlencode`

I am starting a new project using Symfony 4 + Flex. At this time I'm trying to connect my new app to a MySQL database.

I'm following the Symfony Documentation, and I have already add doctrine to my dependencies :

composer require doctrinecomposer require maker --dev

Then I've added the database connection information in the environment variable DATABASE_URL defined inside .env like this :

###> doctrine/doctrine-bundle ###DATABASE_URL=mysql://myUser:myPasswordWithSpecialChars@127.0.0.1:3306/myDbName###< doctrine/doctrine-bundle ###

At this point I am facing an issue :

DBALException

Malformed parameter "url".

I'm thinking this is caused by the fact that my MySQL password is using some special characters. The documentation is talking about it :

If the username, password or database name contain any character considered special in a URI (such as !, @, $, #), you must encode them. See RFC 3986 for the full list of reserved characters or use the urlencode function to encode them.

I don't really understand how or where to use the urlencode function because the .env file is not a PHP one (as doctrine.yaml).

Is someone have already use the urlencode function to encode a MySQL password containing special chars ?

Thanks.

EDIT

This is my doctrine.yaml file :

parameters:    # Adds a fallback DATABASE_URL if the env var is not set.    # This allows you to run cache:warmup even if your    # environment variables are not available yet.    # You should not need to change this value.    env(DATABASE_URL): ''doctrine:    dbal:        # configure these for your database server        driver: 'pdo_mysql'        server_version: '5.7'        charset: utf8        default_table_options:            charset: utf8            collate: utf8_unicode_ci        url: '%env(resolve:DATABASE_URL)%'    orm:        auto_generate_proxy_classes: '%kernel.debug%'        naming_strategy: doctrine.orm.naming_strategy.underscore        auto_mapping: true        mappings:            App:                is_bundle: false                type: annotation                dir: '%kernel.project_dir%/src/Entity'                prefix: 'App\Entity'                alias: App

I've not edited the database url parameter because it is already defined in .env. Am I right ?