Another vote here for the Mrs. PiggleWiggle books, by Betsey MacDonald. DD6 got some of these for Christmas and loves them.

They're not chapter books, but the "Sir Cumference" books were a hit with my kids, too.

They're also into funny poetry -- Jack Prelutsky, Shel Silverstein. Big books of poetry are great bedtime reading.