Green’s Dictionary of Slang

Dutch treat n.

also Dutch lunch, ...party, ...supper

[late 19C+] an outing, a visit to a restaurant etc, in which costs are shared equally, i.e. there is no ‘treat’ at all in the sense of one party being entertained at the other’s expense; occas. as v.; also attrib.