There two kinds of gambling site the ones who are licensed and the one who are running underground, licensed casino definitely pay taxes because they are being watch by the government on where they register their main office.
Undergrounds dont pay taxes these kinds of site usually dont last long end scam its client, staying online for a few months or years then after a good flow of players coming in then they do shady activity and just block your account or worst the site is lost forever.