Do people get sleepy when reading from Kindle?

I love reading from my Kindle but I can barely keep my eyes open after 20-30 mins of reading. I just start falling asleep and it doesn't even matter what time of the day it is. I literally have to quit reading just so I could wake myself up. I don't face this issue when I'm reading from a book.

Is anyone else facing the same dilemma?