To stop Gmail from remembering email addresses, follow these steps:
Open Gmail on your browser and log in to your account.
Click on the Settings gear icon and select See all settings.
Find out Create contacts for auto-complete option.
Choose the I’ll add contacts myself option.
Click on the Save Changes button.