Checking the "Do not prompt me again" is the correct thing to do. But it also remembers what button you pressed right after he selected the option. If you pressed "Lookup" that would explain why it keeps doing the lookup.
To fix, go to the Tools | options, environment | confirmations. press the Clear all confirmation button. Now go back and produce the error. Check the "Do not prompt me" option followed by pressing the Close button.