How can the current on an electromagnet increase?

Yeah buddy - until something smokes.

It does, and so does increasing the amp supply but you have to be careful not to melt the wire. Preferably you should increase both. -Good Luck Note; You automatically increase the amps being used by increasing the voltage applied.