Package impact on ICL7660
I've used the ICL7660 with electrolyte as well as with modern 'almost zero ESR' ceramic capacitors. Never had an issue. 

My gut feeling tells me you're doing small runs at home, otherwise you've probably already debugged with an oscilloscope to pinpoint the problem. 

If so, you may want to check for solder bridges between the IC pins and below the components.