You can select the option to immediately remove the files without the use of Recycle Bin. To activate this, right click on Recycle Bin > Properties. Select the option, “Don’t move files to the Recycle Bin. Remove files immediately when deleted”. So, in future, you may need to carefully consider on which files to delete because there will be no more files for you to restore from Recycle Bin.
