Yes they do.
"But the bottom line is that the NFL continues to benefit from major tax breaks, especially in the construction of its stadiums."
http://www.politifact.com/truth-o-meter/statements/2017/oct/12/donald-trump/nfl-getting-massive-tax-breaks-donald-trump-said/