Eye witnesses tell TMZ, Katy pranked a REAL 5-year-old's birthday party ... and most guests had no idea they were getting punk'd. Children were crying. One woman stormed away, visibly upset.
Check out the video ... at one point a little girl says, "Mommy, I want to leave."