If you have added dimension from your own (with the dimension stencil for
example) you can delete the dimension layer that is automatically created
when you drop a dimension - so all the dimension are deleted with teh layer.
If it is the dimension that comes with wall shape, unfortunately you can't
because it is part of the wall shape and unfortunately there is no display
option to hide them even if you select the wall.
