Rocky,

Your mulch beds are organic material that is permeable to water but
blocks sunlight and thus inhibits the growth of weeds. Leaves do these
things. So leave the leaves on the mulch beds. Many lawn mowers come with
"mulchers" to chop leaves up into mulch.

Dave M.