OED has it as hyphenated.  “Summer” is a good Old English word with cognates in Old Frisian, Old Norse, and a good handful of other Germanic languages.

• 07.106 summertime though it was.

“ˈsummer-time, n.” OED Online. Oxford University Press, June 2015. Web. 29 July 2015.