Mr Big (note that there is no period after "Mr") was a UK act from the 1970s. It was a stage name for vocalist Jeff Dicken. His biggest hit was "Romeo" in 1977.
Also see Mr. Big (with a period), which is a hair metal group. Read more on Last.fm