You can cover it to slow the evaporation, but... yep, it's normal.
As summer gets here though, I'm finding that keeping the water cool is getting hard!... having that evaporation happening will help to keep the water a little cooler.
Do the math, and you may find that an RO/DI unit (if you don't already have one) will pay for itself pretty quickly.