Yes you can. The pictures act as another 'tool' to help them learn. It helps to put words into context and they take clues from the pictures. Also, part of learning to read is about understanding the story, discussing it and, importantly, enjoying it and pictures often enhance it for children.
I can see where you are coming from but this is what I've been lead to believe anyway!