The story
Lexicalization of a reduced pronunciation of iced cream with regular deletion of -d before a cluster, from iced + cream. Compare mash potato. Compare also Low German Iescreem, Ieskreem (“ice cream”), German Eiscreme (“ice cream”), Norwegian iskrem (“ice cream”).
Etymology from Wiktionary, CC BY-SA 4.0.