This language spoken in Reykjavik is also called Islenska
[DOC] [TLE] VIDEO: Learning to Speak Icelandic - David's Been Here [PAR] Mar 5, 2015 ... Then watch along to pick up a few Icelandic Language Tips (locally known as 
Islenska).