Engrossed means being fully absorbed in, or give full attention to something. This is used as an adjective.
1. I would love to spend a holiday engrossed in a book.
2. Sometimes we are so engrossed in our cellphones that we forget our surroundings.
3. It was an excellent program; we were engrossed for hours.