Enable Incremental Refresh for Power BI Pro users, not just Premium.
This post http://ms-olap.blogspot.com/2015/05/incremental-data-loads-in-microsoft.html says it works in Power Query for Excel. I tried doing the use same in Power BI Desktop but it still refreshes the existing data even thought refresh has been disable for that query.
