The 35-year old midfielder has penned a fresh one-year contract, which was offered to him at the end of last season, and is thrilled to be staying put at Elland Road after finding himself back in the first team under Neil Warnock.
"I'm delighted to sign the contract and get things sorted," Brown told the club's official website.
"The gaffer has made a lot of changes over the summer and I'm looking forward to being a part of things. There's a great spirit here and everything has gone well in pre-season.
"The gaffer has brought some good players in, and there is plenty of competition, but I'm more than up for the challenge and will hopefully play a part in a successful Leeds United side."