Have not tested this ... theoretically it should but the new documentation does not include any information about the outFields["*"] being an option.
Have you tried not specifying the outFields? According to the documentation below, this is not a required param.
From ESRI JS API documentation:
"The query definition requires one of the following properties: queryGeometry, text, or where. Optional properties include outFields, outSpatialReference, and returnGeometry"
