Can any Company block you for not joining after accepting the offer?

Some will blacklist you, yes. In most cases it will be the recruiters who will keep track of people who declined in the last minute.
Some will have a time limit. Say they will blacklist you for 1 year. I was reached out by a company after 2 years I declined their offer.