Check the voltage on the terminals, most chargers will reject batteries below a certain voltage, there are a few dumb chargers that will slowly over the course of several days bring up the voltage to the range where a multistage charger will work and kick in to bring the jar all the way up to 13.6 or so.
I'll tell you now that if they've been sitting untouched for 3 years they are probably not going to have any useable capacity, they are probably sulphated horribly, if not shorted. Our battery people at work reccommend to top off/float SLA's for at least a couple days every 6 months if they are in storage and junk them if they sit for a year.