This dataset should already return tensors:

Returns:
video (Tensor[T, H, W, C]): the T video frames
audio(Tensor[K, L]): the audio frames, where K is the number of channels and L is the number of points
label (int): class of the video clip

So I guess you would have to remove the ToTensor transformation.