Swap partition can be removed by simply using the below command...

# swapoff -a

You can check the swap space simply using free command.

swapoff turns swap off. Use a partitioning tool (e.g. fdisk, parted, Gparted...) if you want to delete it as well. Note that (re-)partionning always include risk.