The robbery is said to have occurred when the wife and daughter of Casemiro were inside the house.
This is another robbery targeting high profile footballers including the likes of Real Madrid coach Zinedine Zidane.
Other players include Jordi Alba, Kevin-Prince Boateng, Karim Benzema, Gabriel Paulista and William Carvalho.
Its is not that the players lack security but robbers usually find away inside to steal some of their valuables leaving them in danger.
During the clash, Real Madrid drew 0-0 with Atletico Madrid at the Wanda Metropolitano Stadium.
The draw still maintains Real at the top of the table with fifteen points, a point behind Atletico Madrid who hold third position.
Barcelona climbed to position four with thirteen points thanks to a 2-0 win against Getafa on Saturday.