Hey Bill, Susie!
My kids and I love many of the books already listed in this thread, but I wanted to put in a vote for an oldy that my son is reading to us now -- A Fly Went By, by Mike McClintock. It was first published in 1958; we're reading the 1986 reprint and both kids think it's really funny.
--Craig