取り is a more standard and productive verb prefix with a similar intensifying function, while 取っ is a colloquial, emphatic variant used with a smaller set of verbs.
Derived from the verb prefix 取り (tori-), with a sound change to 取っ (to'-) for emphasis. The exact historical development is uncertain, but it likely arose from colloquial contraction.