I figured out a way for this:
Its working for me now.
task myZip(type: Zip) {
from 'Reports/'
include '*'
include '*/*' //to include contents of a folder present inside Reports directory
archiveName 'Reports.zip'
destinationDir(file('/dir1/dir2/dir3/'))
}