Wordorigins.org

Gyp or gip, pronounced with a soft g, got its start as a derogatory term for Gypsy.

The term dates to the mid-19th century. From Gipsey Davy, found in Francis Child’s English and Scottish Ballads, and written sometime before 1840:

There was a gip came o’er the land.¹