The longest such word in common use is rhythms, and the longest such word in Modern English is the obsolete 17th-century word symphysy. (If archaic words and spellings are considered, there are many more, the longest perhaps being twyndyllyngs, the plural of twyndyllyng.)
There was also a sentence made up of just consonants: