Weird, but this worked for me on Windows 7 x64 machine with 16GB of RAM. You do have to add MB at the end of "hw.ramSize" in config.ini.
I had the same problem like OP wrote. Also, if you need 2 gigabytes of RAM, write 2048MB and simulator will run from Eclipse.