If you ... Save as other > Reader Extended PDF > Enable more tools (includes form fill-in and save) ... (terminology may vary slightly depending on Acrobat version) the annoying prompt will go away.
Clarification - this has to be done by the form creator using Acrobat - can not be done in Reader.