in the replacement of CMOS batteries, ipads now use the primary battery to maintain the device's internal power. likely, after not being on for so long, the battery has dropped below the required voltage threshold.
Plug your battery into a 5.5V Power supply to excite the battery for about 5-10 minutes (cheapest meathod) or replace the battery all together.
this should fix your issue