Shut it off and disconnect the wires for the outdoor speakers from the amp, then measure the resistance on the speakers from the end at the amplifier and compare that with the resistance at each speaker. Even if you don't see much difference, the next thing to do is measure the resistance from EACH speaker wire to something that's grounded- if the conduit was kinked after the wires were run, it could be shorting. Speaker - to speaker- is unlikely to cause this problem because most solid state amps use a common ground but if you short the + to ground or to the other hot and it has the benefit of added resistance, it won't necessarily launch the amplifier.
If you don't see any problems with the speakers or wiring, bypass the volume control and if the problem stops after bypassing it, replace that. Also, re-read the instructions for the volume control and make sure the control is made for outdoor use, if it's exposed to the elements in any way. Spiders like to crawl into electrical boxes and make their web on things that shouldn't have webs on them and when moisture collects on the web, it can cause problems. If the control in in a wall with just a rough-in ring, put it in a junction box and seal it from the back AND front.