According to WCSH 6's Ryan Breton, we could see snow on Tuesday!

A mini-Nor 'Easter will hit Maine Monday night into Tuesday.  It will primarily bring rain to the state, but it is possible that the Western and far Northern parts of Maine could see snow.  Some areas could see as much as 3" of snow.

But, as it is mid-May, the snow won't stick around for long.