However, the Spaniard has criticised the official and claimed that the Barcelona victory was "pre-meditated".
"It's always the same. I didn't touch Neymar. But there's no point talking about it, it changes nothing," Ramos told reporters.
"Everyone can see what happened today. We could have got something from the game but got nothing. There are some things you can't fight against. This was pre-meditated.
"I stopped because I preferred 3-3 rather than a penalty and a sending off."
As it stands, just one point separates first-place Real Madrid from third-place Barcelona in the La Liga table.