If it were a "bad RAM stick beep", you would likely get three or repeated beeps, when booting (during POST), and it wouldn't boot.
Chances are, it's temp-related, and shutting the PC down to remove the RAM sticks, allowed it to cool off some, and now it's not beeping.
I would clean and dust the PC, if you haven't in a while.