Hello guys,
I changed the harness of cables between the motors and the RDC board and that fixed the problem. After the old harness was removed I noticed that one of the cables was rubbing on the protection metal sheet at the base of the robot. I used the same RDC board as before, so it was not burned.
Thank you very much for your support!