I had the same problem and fixed just by converting the DB_HOST constant in the .env File FROM 127.0.0.1 into localhost
DB_HOST = localhost.
No need to change anything into config/database.php
Don’t forget to run
php artisan config:clear
Laravel
SQLSTATE[HY000] [2002] Connection refused within Laravel
