Harddrive won't stop after eject

I recently encrypted my WD Elements 1042 Media external hard drive. Before I did that it always stopped spinning after I ejected it. After encryption it continues spinning after eject. Does anyone know why it behaves like this now and is there anything to be done about it?

Hello,

This drive does not come with encryption software included. What software did you use to encrypt it?