Apparently it was fixed in 4.18 according to this Unreal Engine Issues and Bug Tracker (UE-20209)
but now in 5.4 you get the same problem that when you Pause the game> Play the game> Pause the game the Media Player stops working completely. Pausing the game for the first time when use the Media Player in Widgets also cuts the sound even if you still get the picture.