Hey, that's a clever idea!
Yes, ten minutes is a long time for a 555 oscillator.
I tried to find low-leakage electrolytics. A couple of Japanese manufacturers - Rubycon and Nichicon, I think - have low-leakage series, but they weren't available through Digikey. At least, not 1000 uF. So I...