I don't have a Keithley 2015, but my bench meters do this on low ranges. With input impedance of 10gigohm, they quickly accumulate charge and have no path to bleed it off. I suspect the meter is probably working fine.
If you put the meter on its 100V range (10megohm input impedance, per the datasheet), do the spurious readings still appear?