The German legend wants to make sure that the Bavarians do not make the same mistake with the 20-year-old as rival Borussia Dortmund
The 20-year-old, who is one of Europe's hottest attacking talents, reached an agreement with the German champions last month to move from BVB in the summer for a fee in the region of 37 million euros.
Rummenigge says Bayern won't make the same mistake as its rival, after Gotze had a buy-out-clause in his contract allowing him to move on without Dortmund having a say on the transfer.
"[Gotze's agent] attempted to negotiate for a buy-out-clause, but this request has been rejected by us [Bayern Munich]," Rummenigge told Bild.
"None of our players have buy-out-clauses in their contracts."
Dortmund is believed to be unhappy with the way Bayern dealt with the signing of Gotze but Rummenigge has played down such allegations, citing Dortmund's hurt at losing such a key player as the main reason for its anger.
"I don't think Bayern lack class. I think our colleagues [Dortmund] are just disappointed to lose good players," he said.
"I'd be angry as well if tomorrow someone snatched away Franck Ribery!"
With Dortmund already through to the Champions League final, Bayern looks set to join them barring a disaster against Barcelona on Wednesday, due to its 4-0 advantage heading into the second leg.