You can try Unigram, a Windows 10 optimized client for Telegram. Maybe Telegram Desktop saves some space by not showing all photos. https://www.microsoft.com/en-us/p/unigram-a-telegram-universal-experience/9n97zckpd60q?activetab=pivot:overviewtab