A great deal of fuss over nothing of importance.

This phrase is sometimes shortened just to 'much ado'. It is of course from Shakespeare's play - Much Ado About Nothing, 1599. He had used the word ado, which means business or activity, in an earlier play - Romeo and Juliet, 1592:

"Weele keepe no great adoe, a Friend or two."