Automatic Media Download. In Settings > Data and Storage, you can control when Telegram downloads media – based on connection, media format, chat type and file size.

Preset options for High, Medium and Low give quick options to save data, which you can modify into a custom setting.

To save storage space, try adjusting your Storage Usage settings.